" AML 2203 - Advanced Python AI and ML Tools "

Assignment #1

Group Members

• Aishlee C0913045
• Jayachandhran Saravanan C0910392
• Prashanta Timsina C0916254
• Rohan Aryan C0912902
• Yogita Sharma C0913011

Step 1: Dataset Description

For this assignment, we have scraped "computer" based books data.

• We have used API Endpoint to acquire the data from this website https://www.ebooks.com/en-ca/
• It basically provides API to access the data without breaking the tags (as we were facing this issue while scraping data using Beautiful Soup).
• We used requests.get() function to send a GET request to the specified URL with the custom headers and parameters.
• In other words, using API Endpoint, we created a get request to this params with headers and URL of https://www.ebooks.com/en-ca/subjects/computers/
• Further, we got JSON response and the data is processed and stored in a dataframe first.
• Later, it is converted to a csv file which we're gonna use now.

In total, we have a dataset with 39,990 rows and 15 features, consisting of all predictive variables.

Each row in the dataset represents one unique book details corresponding to various attributes such as book ID, author, title, publisher, edition, etc. The features provided for each record are:

• Title: the title of a book
• id: an unique id for each book in the dataset
• price: the price of the particular book
• author: the author of the particular book
• publisher: the publisher of the book
• pub_year: the year in which the book was published
• s_title: the subtitle of the book
• edition_num: the edition number of the book
• description: a detailed description of the book
• available: indicates the availability status, whether a book is in stock or not.
• sale_date: the date of sale for the book
• short_pub: sale date for the book in short (Jan 24)
• num_of_author: the number of authors associated with the book
• width: width dimension of the book (in cm)
• height: height dimension of the book (in cm)

Step 2: Data Wrangling

Let's proceed to the second step and apply the data wrangling steps. In this, we will read our dataset from the provided file in CSV format.

In this case, our data source is request API and will gather data from this single source.

please help in sorting the repeating packages

# importing the necessary libraries for the analysis

import pandas as pd                          # for data maniulation 
import numpy as np                           # for numerical operations
import matplotlib.pyplot as plt              # for visualization 
import seaborn as sns                        # for statistical visualization
import re                                    # for string manipulation
from PIL import Image                        # for image processing
from wordcloud import WordCloud, STOPWORDS   # for generating word clouds
from nltk.corpus import stopwords            # for dealing with stopwords
from nltk.tokenize import word_tokenize      # for tokenization
import ydata_profiling as pp    # for generating pandas profiling
import warnings                              # to ignore warnings
warnings.filterwarnings('ignore')            # ignore warnings during execution

# import the necessary libraries for the analysis
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import re
from kneed import KneeLocator #need to be installed before running
from PIL import Image
from IPython.display import clear_output
from wordcloud import WordCloud, STOPWORDS
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
from ydata_profiling import ProfileReport
import warnings
warnings.filterwarnings('ignore')
import nltk
from nltk.tokenize import word_tokenize
from nltk.stem import WordNetLemmatizer
from collections import Counter
from sklearn.cluster import KMeans
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.metrics.pairwise import cosine_similarity
from itertools import chain

# import the necessary libraries for the analysis
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import re
from PIL import Image
import scipy.stats as stats
from wordcloud import WordCloud, STOPWORDS
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
#from ydata_profiling import ProfileReport
import warnings
warnings.filterwarnings('ignore')

import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans, DBSCAN
from sklearn.metrics import silhouette_score
import matplotlib.pyplot as plt
import pandas as pd
from sklearn.preprocessing import StandardScaler, OneHotEncoder
from sklearn.cluster import KMeans
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
import matplotlib.pyplot as plt
from yellowbrick.cluster import KElbowVisualizer #pip install this please

# loading the dataset
df = pd.read_csv('api_metod_40k_15_fields.csv')

# display the first 5 rows of the dataset
df.head()

	Title	id	price	author	publisher	pub_year	s_tile	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height
0	Learning Go	211190367	71.990000	Jon Bodner	O'Reilly Media	2024	NaN	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10T00:00:00	Jan 2024	1	97	150
1	Tidy First?	211127822	42.990000	Kent Beck	O'Reilly Media	2023	NaN	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17T00:00:00	Oct 2023	1	97	150
2	Hands-On Machine Learning with Scikit-Learn, K...	210681725	96.990000	Aurélien Géron	O'Reilly Media	2022	NaN	(3rd ed.)	Through a recent series of breakthroughs, deep...	True	2022-10-04T00:00:00	Oct 2022	1	97	150
3	Designing Data-Intensive Applications	95729334	67.990000	Martin Kleppmann	O'Reilly Media	2017	The Big Ideas Behind Reliable, Scalable, and M...	NaN	Data is at the center of many challenges in sy...	True	2017-03-16T00:00:00	Mar 2017	1	97	150
4	Exam Ref MS-102 Microsoft 365 Administrator	210964419	53.862731	Orin Thomas	Pearson Education	2023	NaN	NaN	Prepare for Microsoft Exam MS-102 and help dem...	True	2023-10-18T00:00:00	Oct 2023	1	97	150

# dimension (rows and columns) of the dataset

print(f"Number of rows: {df.shape[0]}")
print(f"Number of columns: {df.shape[1]}")
print(f"Shape (rows, columns): {df.shape}")

Number of rows: 39990
Number of columns: 15
Shape (rows, columns): (39990, 15)

As we can see, our dataset has 39,990 rows and 15 columns.

Let's check our variables data types and look for corrupted data that we can filter out.

# data types of each colummn of our dataset
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 39990 entries, 0 to 39989
Data columns (total 15 columns):
 #   Column         Non-Null Count  Dtype  
---  ------         --------------  -----  
 0   Title          39990 non-null  object 
 1   id             39990 non-null  int64  
 2   price          39881 non-null  float64
 3   author         39981 non-null  object 
 4   publisher      39990 non-null  object 
 5   pub_year       39990 non-null  int64  
 6   s_tile         26656 non-null  object 
 7   edition_num    3613 non-null   object 
 8   description    34382 non-null  object 
 9   availabe       39990 non-null  bool   
 10  sale_date      39990 non-null  object 
 11  short_pub      39990 non-null  object 
 12  num_of_author  39990 non-null  int64  
 13  width          39990 non-null  int64  
 14  height         39990 non-null  int64  
dtypes: bool(1), float64(1), int64(5), object(8)
memory usage: 4.3+ MB

Cleaning

# checking for null or missing values
df.isnull().sum()

Title                0
id                   0
price              109
author               9
publisher            0
pub_year             0
s_tile           13334
edition_num      36377
description       5608
availabe             0
sale_date            0
short_pub            0
num_of_author        0
width                0
height               0
dtype: int64

There are missing values in the price, s_title, edition_num and description columns.

Now, we gonna check the unique values for each column.

# Checking the unique values in each column
for col in df:
  print(f"\033[94mUnique values in '{col}' column:")
  print(df[col].unique(), end='\n\n')

Unique values in 'Title' column:
['Learning Go' 'Tidy First?'
 'Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow' ...
 'Charting the Topic Maps Research and Applications Landscape'
 'Data Mining for Biomedical Applications'
 'PRICAI 2006: Trends in Artificial Intelligence']

Unique values in 'id' column:
[211190367 211127822 210681725 ...   2476718   2476736   2476777]

Unique values in 'price' column:
[ 71.99        42.99        96.99       ... 104.5515523   12.19162646
  95.04818674]

Unique values in 'author' column:
['Jon Bodner' 'Kent Beck' 'Aurélien Géron' ... 'Simon D. Parsons'
 'Quiang Yang' 'Jérôme Lang']

Unique values in 'publisher' column:
["O'Reilly Media" 'Pearson Education' 'McGraw Hill LLC'
 'Make Community, LLC' 'Cambridge University Press' 'Elluminet Press'
 'Wiley' 'BCS Learning & Development Limited' 'Pragmatic Bookshelf'
 'Flatiron Books' 'Packt Publishing' 'Certification Experts, LLC'
 'CRC Press' 'Vytautas Alechnavicius' 'Skill Recordings Inc'
 'Princeton University Press' 'Personal Evolution' 'Apress'
 'Farrar, Straus and Giroux' 'No Starch Press' 'Basic Books'
 'Shermin Voshmgir' 'MIT Press' 'Little, Brown and Company'
 'DK Publishing' 'Elsevier Science' 'OUP Oxford'
 'Springer Berlin Heidelberg' "St. Martin's Publishing Group"
 'Svyatoslav Kotusev' 'W. W. Norton & Company' 'Springer Nature Singapore'
 'Penguin Publishing Group' 'Holy Macro! Books' 'Philip Anderson'
 'Canongate Books'
 'Association for Computing Machinery and Morgan & Claypool Publishers'
 'XML Press' 'Rivercat Books LLC' 'Applied Maths Ltd' 'Rufus Johnston'
 'SA Publishing' 'Taylor and Francis'
 'World Scientific Publishing Company' 'Taylor & Francis' 'PublicAffairs'
 'IT Governance Publishing' 'Edward Elgar Publishing'
 'Springer International Publishing' 'IRB' 'Orion' 'Springer New York'
 'McFarland & Company, Inc., Publishers'
 'Peter Lang Inc., International Academic Publishers' 'Unbound'
 'Springer Fachmedien Wiesbaden' 'Bloomsbury Publishing'
 'The Institution of Engineering and Technology' 'Mihails Konoplovs'
 'Rockport Publishers' 'Mercury Learning and Information'
 'Pastor Publishing Ltd' 'ANAYA MULTIMEDIA' 'Top Notch International'
 'Houndstooth Press' 'Glen Jennings' 'Payload Media, Inc.' 'SitePoint'
 'Kiet Huynh' 'Orange Education Pvt Ltd' 'Computertrainerin.de' 'Manning'
 'Mindview LLC' 'GitforGits' 'Matti Charlton' 'Harish Bhat'
 'Endeavor Technologies Inc.' 'ArgoLong Publishing' 'Joe Grant'
 'Henry Holt and Co.' 'Lakeview Research' 'NYU Press'
 'Addison-Wesley Longman' 'Tsunami Productions' 'Stonesong Digital LLC'
 'Ingram Publishing' 'TeeBooks' 'Harvard Business Review Press'
 'Rowman & Littlefield Publishers' 'Elluminet Press Ltd'
 'Knopf Doubleday Publishing Group' 'Momentum Press' 'AMACOM'
 'SAS Institute' 'HarperCollins Publishers' 'Wren Investment Group, LLC'
 'SQLBI Corp.' 'Matthew Smith' 'Kogan Page' 'Artech House'
 'Springer London' 'Grand Central Publishing' 'Hachette Books'
 'Arcturus Digital Limited' 'Emerald Publishing Limited' 'Rocky Nook'
 'NOLO' 'Scott La Counte' 'Springer Nature Switzerland' 'Asghar Ghori'
 'Bayview Labs, LLC' 'Keyko Pty Ltd' 'Icon Books Ltd'
 'Vieweg+Teubner Verlag' 'McGraw-Hill Education'
 'New Age International Pvt. Ltd., Publishers' 'Reaktion Books'
 'iUniverse' 'North Atlantic Books' 'Crowood' 'Potomac Books'
 'Wolfram Media, Inc.' 'Open Road Media' 'Indiana University Press'
 'Random House of Canada' 'Cornell University Press'
 'New York Review Books' 'Springer US' 'University of Minnesota Press'
 'Melville House' 'Amsterdam University Press'
 'Austin Macauley Publishers' 'Columbia University Press'
 'Hodder Education'
 'Society of Photo-Optical Instrumentation Engineers (SPIE)'
 'Facet Publishing' 'Royal Society of Chemistry' 'Vibrant Publishers'
 'Tablo Pty Ltd' 'Fox Red Risk' 'Arun E Thomas' 'OnBelay Consulting, LLC'
 'CADCIM Technologies' 'Applied Network Defense' 'The Friedman Archives'
 'Pragmatic Engineer B.V' 'The Cyber Consultant' 'Systems Approach, LLC'
 'SkyRocket Software' 'Indy Pub' 'Ted Padova' 'MindShare Press' 'Crown'
 'Random House Publishing Group' 'Nerdy Books, LLC'
 'University of Queensland Press' 'Muscle Joint Nerve' 'Polity Press'
 'Marcel Dekker Inc' 'Library Association Publishing (Facet Publishing)'
 'Allen & Unwin' 'SPIE ' 'Babelcube Inc.' 'Government Institutes'
 'TSTC Publishing' 'Heinemann' 'Birkhäuser Boston'
 'Oxford University Press' 'Chronicle Books LLC' 'Infinite Ideas'
 'Melbourne University Publishing' 'EGEA Spa - Bocconi University Press'
 'Little, Brown Book Group' 'Infobase Publishing' 'Lexington Books'
 'Springer Netherlands' 'IOS Press' 'Jenny Stanford Publishing'
 'Springer Japan' 'Apple Academic Press' 'Spektrum Akademischer Verlag'
 'Atlantis Press' 'Ice Publications' 'SIGS' 'Random House' 'Transworld'
 'Random House Worlds' 'Tor Publishing Group' 'Pan Macmillan'
 'SAGE Publications' 'Ebury Publishing' 'Sourcebooks' 'Penguin Books Ltd'
 'University of Chicago Press']

Unique values in 'pub_year' column:
[2024 2023 2022 2017 2018 2021 2020 2019 2015 2013 2016 2014 2011 2006
 2008 2012 2009 2007 2005 1994 2003 2010 1995 1997 2002 2000 1988 2001
 1998 2004 1999 1996 1990 1753 1993 1992 1991 1980 1986 1987 2025 1989]

Unique values in 's_tile' column:
[nan 'The Big Ideas Behind Reliable, Scalable, and Maintainable Systems'
 "A Beginner's Guide to HTML, CSS, JavaScript, and Web Graphics" ...
 '9th Pacific Rim International Conference on Artificial Intelligence, Guilin, China, August 7-11, 2006, Proceedings'
 'First International Conference, KSEM 2006, Guilin, China, August 5-8, 2006, Proceedings'
 'Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings']

Unique values in 'edition_num' column:
[' (2nd ed.)' nan ' (3rd ed.)' ' (8th ed.)' ' (5th ed.)' ' (7th ed.)'
 ' (6th ed.)' ' (4th ed.)' ' (9th ed.)' ' (11th ed.)' ' (12th ed.)'
 ' (10th ed.)' ' (22nd ed.)' ' (14th ed.)' ' (13th ed.)' ' (19th ed.)'
 ' (18th ed.)' ' (57th ed.)' ' (15th ed.)' ' (31st ed.)' ' (16th ed.)'
 ' (21st ed.)']

Unique values in 'description' column:
["Go has rapidly become the preferred language for building web services. Plenty of tutorials are available to teach Go's syntax to developers with experience in other programming languages, but tutorials aren't enough. They don't teach Go's idioms, so developers end up recreating patterns that don't make sense in a Go context. This practical..."
 'Tidying up messy software is a must. And that means breaking up the code to make it more readable, and using guard clauses and helping functions to make it understandable. In this practical guide, author Kent Beck, creator of Extreme Programming and pioneer of software patterns, suggests when and where you might apply tidyings in your code. ...'
 'Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This bestselling book uses concrete examples, minimal theory, and production-ready...'
 ...
 'This book constitutes the refereed proceedings of the 9th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2006, held in Guilin, China in August 2006. The book presents 81 revised full papers and 87 revised short papers...'
 'Here are the refereed proceedings of the First International Conference on Knowledge Science, Engineering and Management, KSEM 2006, held in Guilin, China in August 2006 in conjunction with PRICAI 2006. The book presents 51 revised full papers and...'
 'This book constitutes the refereed proceedings of the Second IAPR Workshop on Artificial Neural Networks in Pattern Recognition, ANNPR 2006, held in Ulm, Germany in August/September 2006. The 26 revised papers presented were carefully reviewed and...']

Unique values in 'availabe' column:
[ True False]

Unique values in 'sale_date' column:
['2024-01-10T00:00:00' '2023-10-17T00:00:00' '2022-10-04T00:00:00' ...
 '2005-06-28T00:00:00' '2006-02-28T00:00:00' '2008-02-20T00:00:00']

Unique values in 'short_pub' column:
['Jan 2024' 'Oct 2023' 'Oct 2022' 'Mar 2017' 'Feb 2022' 'Aug 2023'
 'Sep 2022' 'May 2018' 'Feb 2024' 'Jun 2022' 'Mar 2022' 'Nov 2023'
 'Oct 2021' 'Aug 2022' 'Jul 2020' 'Jan 2023' 'Sep 2019' 'Jun 2021'
 'Oct 2019' 'May 2020' 'Nov 2021' 'Apr 2023' 'Dec 2022' 'Sep 2015'
 'May 2023' 'Sep 2021' 'Mar 2020' 'Jul 2013' 'Jul 2017' 'Jan 2020'
 'Jul 2021' 'May 2022' 'Mar 2021' 'Nov 2020' 'Nov 2019' 'Sep 2016'
 'Apr 2019' 'Apr 2015' 'Sep 2014' 'Nov 2022' 'Dec 2019' 'Jan 2021'
 'Sep 2023' 'Oct 2011' 'Mar 2023' 'Dec 2023' 'Dec 2024' 'Dec 2020'
 'Aug 2019' 'Jul 2022' 'Apr 2020' 'Dec 2011' 'May 2006' 'Feb 2021'
 'Dec 2014' 'Feb 2018' 'Jul 2018' 'Feb 2023' 'Dec 2015' 'Sep 2020'
 'Jan 2018' 'Oct 2017' 'Apr 2022' 'Aug 2017' 'Jun 2023' 'Feb 2020'
 'Jun 2013' 'Jul 2008' 'Apr 2021' 'Mar 2016' 'Jun 2020' 'Sep 2017'
 'Dec 2021' 'Jun 2019' 'Aug 2021' 'May 2008' 'Oct 2015' 'Jan 2022'
 'Dec 2018' 'Aug 2012' 'Jan 2016' 'Jan 2019' 'Feb 2019' 'Aug 2020'
 'Jul 2009' 'Aug 2011' 'May 2013' 'Nov 2006' 'Jun 2016' 'Aug 2007'
 'Dec 2007' 'Oct 2020' 'Nov 2015' 'Sep 2013' 'Jun 2007' 'Feb 2013'
 'Jan 2015' 'Jul 2023' 'Jul 2005' 'Mar 2018' 'Jan 2012' 'Jul 2019'
 'Jul 2012' 'Oct 1994' 'May 2021' 'Mar 2019' 'Aug 2003' 'Aug 2006'
 'Aug 2016' 'Oct 2018' 'Nov 2005' 'Nov 2016' 'Aug 2010' 'Aug 2018'
 'Dec 2013' 'Oct 2013' 'Sep 2018' 'Mar 2005' 'Nov 2014' 'Jan 2013'
 'Aug 2008' 'Aug 1995' 'Apr 2005' 'Apr 2011' 'May 2005' 'Jun 2017'
 'May 2019' 'May 2010' 'Apr 2018' 'Mar 1997' 'Sep 2002' 'Jan 2014'
 'Feb 2010' 'Apr 2012' 'Apr 2013' 'Jan 2000' 'Feb 2012' 'Mar 1988'
 'Feb 2009' 'May 2017' 'Jul 2015' 'Feb 2001' 'Jul 2016' 'Feb 2005'
 'Jul 2006' 'Feb 1994' 'Apr 1998' 'Mar 2008' 'Oct 2002' 'Nov 2002'
 'Dec 2016' 'Oct 2009' 'Dec 2005' 'Jun 2009' 'Mar 2014' 'Sep 2007'
 'Jun 2006' 'Aug 2004' 'Oct 2010' 'Sep 2012' 'May 2016' 'Jun 2012'
 'May 2004' 'Jun 2014' 'Feb 2015' 'Jun 2011' 'Mar 2007' 'Dec 2008'
 'Mar 2013' 'Dec 2003' 'Jul 2003' 'Nov 2008' 'Nov 2003' 'Sep 2004'
 'Mar 2006' 'Dec 2017' 'Apr 2009' 'Nov 2011' 'Nov 2018' 'Oct 2014'
 'Jun 2015' 'Oct 2016' 'Jul 2014' 'Apr 2017' 'Jun 2008' 'Nov 2013'
 'Feb 2011' 'Apr 2010' 'Jul 1998' 'May 2015' 'Mar 2009' 'Dec 2006'
 'Nov 2010' 'Jun 2018' 'Dec 2002' 'Aug 1999' 'Oct 2005' 'Aug 2015'
 'Jan 2005' 'Jan 2007' 'Apr 2007' 'Jul 2011' 'Apr 2006' 'Nov 2007'
 'Sep 2000' 'Jun 2000' 'Mar 2015' 'Mar 2010' 'Aug 1997' 'Apr 2001'
 'Dec 2001' 'Jul 2007' 'May 2012' 'Jan 2009' 'Aug 2014' 'May 2003'
 'Feb 2004' 'Mar 2011' 'Sep 2009' 'Apr 2016' 'Mar 2004' 'Feb 2016'
 'Feb 2014' 'Jun 2010' 'Dec 2009' 'Apr 2008' 'Sep 2003' 'Sep 2008'
 'Nov 2012' 'Oct 1996' 'Oct 2007' 'Oct 2003' 'Jul 2010' 'Nov 2017'
 'Jul 1997' 'Jul 1990' 'Sep 2006' 'Jan 1753' 'Apr 2014' 'Dec 2012'
 'Sep 2011' 'Jan 2017' 'Nov 2004' 'Feb 2017' 'Jun 2004' 'Jun 2003'
 'Oct 2000' 'Aug 2009' 'Oct 2001' 'Jun 2002' 'Sep 2010' 'Feb 2008'
 'Oct 2008' 'Feb 2006' 'Apr 2002' 'Sep 2001' 'Oct 2006' 'Jan 2006'
 'May 2014' 'Jan 2011' 'Jan 1999' 'Mar 2003' 'May 1993' 'Oct 2012'
 'Oct 1998' 'Feb 2007' 'Aug 2005' 'May 2007' 'Apr 1997' 'Aug 2002'
 'Dec 2010' 'Jan 2004' 'Nov 1998' 'Oct 1992' 'Jan 2002' 'May 1999'
 'Jan 1995' 'Sep 1999' 'May 2009' 'Sep 2005' 'May 2011' 'Aug 2013'
 'Mar 2012' 'Jan 2001' 'Nov 1999' 'Nov 2009' 'Dec 2004' 'Jan 2010'
 'Jun 2005' 'Jan 2008' 'Oct 2004' 'May 2001' 'Dec 2000' 'Mar 2000'
 'Apr 2004' 'Feb 2000' 'Aug 1991' 'Jan 1998' 'Feb 2003' 'May 1997'
 'Dec 1994' 'Jul 2000' 'Jun 1994' 'Jul 2002' 'Jun 1980' 'Nov 2000'
 'Jan 2003' 'Jul 2004' 'Mar 2001' 'Feb 1988' 'Aug 2001' 'Feb 1998'
 'Aug 1998' 'Oct 1995' 'Apr 1999' 'Jun 2001' 'Nov 2001' 'Jul 2001'
 'Jan 1993' 'Jan 1997' 'Apr 2000' 'Feb 1995' 'Jul 1995' 'Feb 1996'
 'Mar 2002' 'Dec 1997' 'Feb 2002' 'May 2000' 'Mar 1999' 'Nov 1996'
 'Apr 1996' 'Aug 1992' 'Feb 1999' 'May 2002' 'Jun 1996' 'Dec 1998'
 'May 1991' 'Mar 1986' 'Sep 1997' 'Nov 1993' 'Apr 1990' 'Jul 1992'
 'Nov 1991' 'Sep 1987' 'May 1996' 'Sep 1996' 'Apr 2003' 'Dec 1999'
 'Jul 1999' 'May 1998' 'Jun 1988' 'Jun 1995' 'Feb 1997' 'Jan 1988'
 'Oct 1999' 'Jul 2024' 'Jul 1996' 'Jun 1990' 'Oct 1991' 'Nov 1994'
 'Sep 1991' 'Sep 1994' 'Jun 2024' 'Aug 1990' 'Mar 1998' 'Apr 2024'
 'Mar 2024' 'Sep 2024' 'May 2024' 'Aug 2000' 'Mar 1993' 'Jun 1999'
 'Nov 1997' 'Sep 1998' 'Nov 2024' 'Jan 1996' 'Nov 1992' 'Jul 1994'
 'May 1995' 'Feb 1993' 'Dec 1992' 'Dec 1991' 'Aug 2024' 'Oct 2024'
 'Feb 2025' 'Jan 2025' 'Mar 1992' 'Apr 1994' 'Dec 1995' 'Jun 1997'
 'Apr 1992' 'Oct 1993' 'Jun 1998' 'Oct 1988' 'Apr 1989' 'Aug 1986'
 'Mar 1991' 'Nov 1990' 'Sep 1992' 'Aug 1994' 'Jan 1989' 'Aug 1993'
 'May 1992' 'Mar 1994' 'Dec 1993' 'Jan 1994' 'May 1990' 'Jun 1989'
 'Jan 1990' 'Dec 1990' 'Dec 1989' 'Nov 1989' 'Jan 1986' 'Aug 1989'
 'Aug 1996' 'Mar 1995' 'Sep 1995' 'Nov 1995' 'Oct 1997' 'Jul 1989'
 'Sep 1989' 'Jan 1991' 'Jun 1986' 'Jun 1993' 'Jun 1992']

Unique values in 'num_of_author' column:
[ 1  2  3  4  7  5  6 10  9 11  8 16  0 13 17 12 14 19 24 15 20 18 59 22
 30]

Unique values in 'width' column:
[97]

Unique values in 'height' column:
[150]

# make a list of the variables that contain missing values
na_var = [var for var in df.columns if df[var].isnull().sum() > 0]

# determining percentage of missing values (expressed as decimals)
# and display the result ordered by % of missing data
df[na_var].isnull().mean().sort_values(ascending = False) * 100

edition_num    90.965241
s_tile         33.343336
description    14.023506
price           0.272568
author          0.022506
dtype: float64

Now we can clearly identify that the 'edition_num', 's_title', 'description', 'price' and 'author' columns have a considerable amount of missing values.

Let's drop 's_title' column to filter out the corrupted data as it won't add any value to our data.

rohans' comment

Now we can clearly identify that the 'edition_num', 's_title', 'description', 'price' and 'author' columns have a considerable amount of missing values.

Let's drop 's_title' column to filter out the corrupted data as it won't add any value to our data.

Handling NAN's:

• We decide on dropping 's_title' as it is not conveying any significant information that can be analysed.
• Since 'discription' wont be used for modeling, we consider to keep this column to use it for text data analysis.
• 'Price' is a singnificant column for our modeling, as the number of missing values is very low. we can either discard them or for sake of preserving information we chose to impute the values with the average price. this way we are not over populating the column with false data and still driving meaning out of the feature
• for 'author' we consider to drop the records with no authors as they are very less to impact the results of our modeling approach.

# Handling Missing Data: Price:
df['price'] = df['price'].fillna(value = df['price'].mean())

# Handline Missing Data: Author
df.dropna(subset=['author'],inplace=True)

# Let's drop the columns with missing values
df.drop(columns = ['s_tile'], inplace = True)

# checking again for null or missing values
df.isnull().sum()

Title                0
id                   0
price                0
author               0
publisher            0
pub_year             0
edition_num      36368
description       5600
availabe             0
sale_date            0
short_pub            0
num_of_author        0
width                0
height               0
dtype: int64

Here:

• we notice that columns which are considered significant features are now complete and have no NAN values in them.
• the columns that containing nan values are to be ignored.

df.isnull().sum().sum()

41968

# Displaying the number of duplicated rows
print("Number of duplicated rows:", df[df.duplicated()].shape[0])

Number of duplicated rows: 9153

# Visualizing some duplicated rows
df[df.duplicated()].head()

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height
30	Getting Started with Processing	2208258	14.99000	Casey Reas	Make Community, LLC	2015	(2nd ed.)	Processing opened up the world of programming ...	True	2015-09-09T00:00:00	Sep 2015	2	97	150
60	REST API Design Rulebook	801433	10.99000	Mark Masse	O'Reilly Media	2011	NaN	In today’s market, where rival web services co...	True	2011-10-18T00:00:00	Oct 2011	1	97	150
90	(ISC)2 CISSP Certified Information Systems Sec...	210320755	50.00000	Mike Chapple	Wiley	2021	(3rd ed.)	Full-length practice tests covering all CISSP ...	True	2021-06-16T00:00:00	Jun 2021	2	97	150
140	Fluent C	210689032	71.99000	Christopher Preschern	O'Reilly Media	2022	NaN	Expert advice on C programming is hard to find...	True	2022-10-17T00:00:00	Oct 2022	1	97	150
180	CISSP All-in-One Exam Guide, Ninth Edition	210393469	94.28335	Fernando Maymi	McGraw Hill LLC	2021	(9th ed.)	A new edition of Shon Harris’ bestselling exam...	True	2021-11-12T00:00:00	Nov 2021	2	97	150

# Let's get rid of duplicate entries

df.drop_duplicates(keep = 'first', inplace = True)

# Again check the dataset shape, after removing the duplicate entries

print(f'\033[94mNumber of records (rows) in the dataset are: {df.shape[0]}')
print(f'\033[94mNumber of features (columns) in the dataset are: {df.shape[1]}')

Number of records (rows) in the dataset are: 30828
Number of features (columns) in the dataset are: 14

We can notice that we have eliminated 24 duplicated rows.

Now, let's identify our numerical and categorical variables so we can perform further text preprocessing upon them.

# Show columns names
df.columns

Index(['Title', 'id', 'price', 'author', 'publisher', 'pub_year',
       'edition_num', 'description', 'availabe', 'sale_date', 'short_pub',
       'num_of_author', 'width', 'height'],
      dtype='object')

num_columns = [col for col in df.columns if df[col].dtypes != 'O']
cat_columns = [col for col in df.columns if df[col].dtypes == 'O']

print("Number of Numerical Features:   ", len(num_columns))
print("Numerical Features:   ", end = '')
print(num_columns)
print("\nNumber of Categorical Features:   ", len(cat_columns))
print("Categorical Features: ", end = '')
print(cat_columns)

Number of Numerical Features:    7
Numerical Features:   ['id', 'price', 'pub_year', 'availabe', 'num_of_author', 'width', 'height']

Number of Categorical Features:    7
Categorical Features: ['Title', 'author', 'publisher', 'edition_num', 'description', 'sale_date', 'short_pub']

Let's start Text Preprocessing on 'categorical' variables

Creating Functions for Text cleansing:

• removal of emojis
• conversion of float to string (if text data has float value)
• convert to lower case.
• length of the Text.
• usernames removal if there's any
• removing Digits.
• removing all single characters
• punctuation and special characters removal
• convert more than 2 letter repetitions to 2 letter
• removing meaningless words

Function to handle emoji classification (if there is any in text)

def emoji(title_data):
    title_data = re.sub(r'(:\s?\)|:-\)|\(\s?:|\(-:|:\'\)|:O)', ' positiveemoji ', title_data)
    title_data = re.sub(r'(:\s?D|:-D|x-?D|X-?D)', ' positiveemoji ', title_data)
    title_data = re.sub(r'(<3|:\*)', ' positiveemoji ', title_data)
    title_data = re.sub(r'(;-?\)|;-?D|\(-?;|@-\))', ' positiveemoji ', title_data)
    title_data = re.sub(r'(:\s?\(|:-\(|\)\s?:|\)-:|:-/|:-\|)', ' negetiveemoji ', title_data)
    title_data = re.sub(r'(:,\(|:\'\(|:"\()', ' negetiveemoji ', title_data)
    return title_data

Function to clean the 'title' and 'description' column

def process_title(title_data):
    if isinstance(title_data, float):                       # Convert float to string if title_data has a float value
        title_data = "{:.2f}".format(title_data)            # Adjust the precision as needed
    else:
        title_data = str(title_data)
    title_data = title_data.lower()                                             # Lowercases the string
    title_data = re.sub('@[^\s]+', '', title_data)                              # Removes usernames
    title_data = re.sub('((www\.[^\s]+)|(https?://[^\s]+))', ' ', title_data)   # Remove URLs
    title_data = re.sub(r"\d+", " ", str(title_data))                           # Removes all digits
    title_data = re.sub('"'," ", title_data)                               # Remove (") 
    title_data = emoji(title_data)                                              # Replaces Emojis
    title_data = re.sub(r"\b[a-zA-Z]\b", "", str(title_data))                   # Removes all single characters
    title_data = re.sub(r"[^\w\s]", " ", str(title_data))                       # Removes all punctuations
    title_data = re.sub(r'(.)\1+', r'\1\1', title_data)                         # Convert more than 2 letter repetitions to 2 letter
    title_data = re.sub(r"\s+", " ", str(title_data))                           # Replaces double spaces with single space    
    return title_data

Function to check if the spelling is correct or not

def remove_meaningless(df, col):
      df[col] = df[col].apply(lambda x: TextBlob(x).correct())

Function to check stopwords as well as remove them

s_words = list(stopwords.words('english'))
from collections import Counter
c = Counter()

extra_s= ["what", "us", "this", "well", "there", "much", "us", "and", "you're", "in", "where", "when"," just", "how", "is",
          "ha", "re", "are", "hi", "aren't", 'couldn', 'could', 'couldnt', "couldn't", 'did', 'had', 'have', 'must', 'does',
          'should', 'was', "it's", "didn't", "doesn't", "don't", "hadn't", "hasn't", "haven't", "isn't", 'let', 'll', "may",
          'were', 'is', 'has', 'must', 'mustn', 'rt', 'shan', 'shouldn', 'wasn', 'weren', 'won', 'wouldn', 'realli', 'now',
          'got', 'man', 'people', 'a', 'becaus', 'caus', "one", "im", "guy", "someone", "two", 'read', "nearby", "i", "he's",
          "she's", "we", "it", "they", "wouldn’t", "i've", 'aren', 'didn', 'doesn', 'don', 'hadn', 'hasn', 'star', 'haven', 'isn','great', 'subscription', 'sdidn', 've']

stop_words = list(STOPWORDS) + list(s_words) + list(extra_s)

def remove_stopwords(df, column):
      df[column] = df[column].apply(lambda x: ' '.join([word for word in x.split() if word.lower() not in stop_words ]))

Adding new columns to our original data

df['processed_title'] = np.vectorize(process_title)(df['Title'])

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height	processed_title
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10T00:00:00	Jan 2024	1	97	150	learning go
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17T00:00:00	Oct 2023	1	97	150	tidy first

df['processed_description'] = np.vectorize(process_title)(df['description'])

remove_stopwords(df = df, column = 'processed_description')

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height	processed_title	processed_description
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10T00:00:00	Jan 2024	1	97	150	learning go	go rapidly become preferred language building ...
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17T00:00:00	Oct 2023	1	97	150	tidy first	tidying messy software means breaking code mak...

# Removing the hyphen from the 'short_pub' column's values
df['short_pub'] = df['short_pub'].str.replace('-', ' ')

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height	processed_title	processed_description
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10T00:00:00	Jan 2024	1	97	150	learning go	go rapidly become preferred language building ...
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17T00:00:00	Oct 2023	1	97	150	tidy first	tidying messy software means breaking code mak...

Feature Engineering

# Define the bins for price ranges
bins = [0, 100, 500, 1000, 1500, 2000, 2500]

# Create labels for the bins
labels = ['0-100', '101-500', '501-1000', '1001-1500', '1501-2000', '2001-2500']

# Create a new column with the bin labels based on the 'price' column
df['price_range'] = pd.cut(df['price'], bins = bins, labels = labels, right = False)

df.price_range.value_counts().sort_values()

2001-2500        1
1001-1500        2
1501-2000        2
501-1000        42
101-500       7206
0-100        23575
Name: price_range, dtype: int64

# converting the 'sale_date' column to datetime format
df['sale_date'] = pd.to_datetime(df['sale_date'])

# extracting the time components from the 'sale_date' feature
# df['hours'] = df['sale_date'].dt.hour
# df['minutes'] = df['sale_date'].dt.minute
# df['seconds'] = df['sale_date'].dt.second

# Extracting date, month and year of publication to have a better understanding of the dataset
df['month_of_sale'] = df['sale_date'].dt.month
df['date_of_sale'] = df['sale_date'].dt.day
df['year_of_sale'] = df['sale_date'].dt.year

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	short_pub	num_of_author	width	height	processed_title	processed_description	price_range	month_of_sale	date_of_sale	year_of_sale
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10	Jan 2024	1	97	150	learning go	go rapidly become preferred language building ...	0-100	1	10	2024
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17	Oct 2023	1	97	150	tidy first	tidying messy software means breaking code mak...	0-100	10	17	2023

# round off the 'price' column to two decimal places
df['updated_price'] = df['price'].round(2)

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	...	num_of_author	width	height	processed_title	processed_description	price_range	month_of_sale	date_of_sale	year_of_sale	updated_price
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10	...	1	97	150	learning go	go rapidly become preferred language building ...	0-100	1	10	2024	71.99
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17	...	1	97	150	tidy first	tidying messy software means breaking code mak...	0-100	10	17	2023	42.99

2 rows × 21 columns

# creating a new column 'edition' which will have only only book's edition number
df['edition'] = df['edition_num'].str.extract(r'(\d+)')

df.head(2)

	Title	id	price	author	publisher	pub_year	edition_num	description	availabe	sale_date	...	width	height	processed_title	processed_description	price_range	month_of_sale	date_of_sale	year_of_sale	updated_price	edition
0	Learning Go	211190367	71.99	Jon Bodner	O'Reilly Media	2024	(2nd ed.)	Go has rapidly become the preferred language f...	True	2024-01-10	...	97	150	learning go	go rapidly become preferred language building ...	0-100	1	10	2024	71.99	2
1	Tidy First?	211127822	42.99	Kent Beck	O'Reilly Media	2023	NaN	Tidying up messy software is a must. And that ...	True	2023-10-17	...	97	150	tidy first	tidying messy software means breaking code mak...	0-100	10	17	2023	42.99	NaN

2 rows × 22 columns

IRRELEVANT just experimenting

Creating an affordability column, based on subjective judgement.

df.updated_price.describe()

count    30828.000000
mean        87.497879
std         69.133299
min          0.000000
25%         49.990000
50%         72.640000
75%         94.440000
max       2353.370000
Name: updated_price, dtype: float64

insight

- Most of the books price falls under 95 dollars, (75 percentile)

- 95 percent of the books fall under the price of 270 dollars

- max value is 2353 dollars.

- average book costs around 87 dollars

df.price_range.value_counts().sort_values(ascending=False)

0-100        23575
101-500       7206
501-1000        42
1001-1500        2
1501-2000        2
2001-2500        1
Name: price_range, dtype: int64

- judging by the frequency, price range of 60-80 is the most occured

- books of price range 300-600 and onwards are comparetively less.

- point to notice is that these ranges are scaled to match the frequencies, as there are books above 1000 dollars range,  but less in frequency   (count of 1-2 books)

# we can build a categorical feature where the feature describes the affordability of the book based on mean and frequency of prices.
# the feature has 3 values, 0: cheap; 1: average/affordable; 2: pricy
# the price ranges are: 0: <=60 $; 1: 60>=$,<=270$; 2: >270$

df['affordability'] = df['price'].apply(lambda x: 'Low price' if x <= 60 else ('Average price' if 60 <= x <= 270 else ('Over priced' if x >= 270 else None)))

# we notice some null values in the new feature as there are some records with missing price columns.
df['affordability'].isnull().sum()

0

 df['affordability'].value_counts().sort_values(ascending=False)

Average price    18608
Low price        11317
Over priced        903
Name: affordability, dtype: int64

# # lets visualize the new col
plt.figure(figsize=(10,6))
x = df['affordability'].value_counts().sort_values(ascending=False)
bars=sns.barplot(x=x.index,y=x.values,palette='Blues')

for bar in bars.patches:
    plt.annotate(str(bar.get_height()), xy=(bar.get_x() + bar.get_width() / 2, bar.get_height()), 
             xytext=(0, 1.25), 
             textcoords="offset points",
             ha='center', va='bottom')
    
plt.title('Count of affordability column')
plt.xlabel('Affordability')
plt.ylabel('Count of Books')
plt.xticks(rotation = 45) 
plt.grid(axis = 'y', linestyle = '--', alpha = 0.7)
plt.tight_layout()
plt.show()

Why a new col 'affordability'?

• simplifying the model processing, by this approach we can reduce the distinct prices of the price range or the price columns and use it as a categorical feature that can help in clustering.
• this approach is furitful in the encoding part (step-5) as this column will convey the information we want (price-range) and will be simple to encode by using label encoding

End of experimentation

#df.to_csv('preprocessed_data_40k.csv',index_label=False)

Step 3: Data Visualization

Let's explore the variables and find how they are distributed across our dataset.

Firstly, we gonna plot 'Book's Publication Distribution' as per 'Years'

# Count the occurrences of each year
yr_counts = df['pub_year'].value_counts().sort_index()

plt.figure(figsize = (10, 6))
plt.bar(yr_counts.index, yr_counts.values, color = 'skyblue')
plt.title('Publication Year Distribution')
plt.xlabel('Year')
plt.ylabel('Number of Publications')
plt.xticks(rotation = 45) 
plt.grid(axis = 'y', linestyle = '--', alpha = 0.7)
plt.tight_layout()
plt.show()

yr_counts

1753     438
1980       1
1986       4
1987       1
1988       6
1989       9
1990      12
1991      15
1992      12
1993      22
1994      22
1995      31
1996      29
1997      39
1998      55
1999      67
2000     103
2001     143
2002     256
2003     324
2004     345
2005     452
2006     677
2007     647
2008     710
2009     749
2010     882
2011     973
2012    1315
2013    1889
2014    1760
2015    1902
2016    2080
2017    2232
2018    2284
2019    2047
2020    2065
2021    2058
2022    2350
2023    1485
2024     316
2025      21
Name: pub_year, dtype: int64

# Bar Plot
plt.figure(figsize = (12, 6))
b_plot = sns.countplot(x = 'pub_year', data = df)
b_plot.set_title('Publication Year Distribution (1753-2024)')
b_plot.set_xlabel('Year')
b_plot.set_ylabel('Number of Publications')
b_plot.set_xticklabels(b_plot.get_xticklabels(), rotation = 45, ha = 'right')
sns.despine()

plt.figure(figsize = (18, 7))
b_plot = sns.countplot(x = 'pub_year', data = df)
b_plot.set_title('Publication Year Distribution (1753-2024)', fontdict = {'fontsize': 22})
b_plot.set_xlabel('Year', fontdict = {'fontsize': 20})
b_plot.set_ylabel('Number of Publications', fontdict={'fontsize': 16})
b_plot.set_xticklabels(b_plot.get_xticklabels(), rotation = 45, ha = 'right')
sns.despine()

# Adding count values on top of each bar
for p in b_plot.patches:
    b_plot.annotate(f'{p.get_height()}', (p.get_x() + p.get_width() / 2., p.get_height()), ha = 'center', va = 'center', xytext = (0, 3), textcoords = 'offset points')

According to the book's publication year data,

• the highest number of computer books were published in the year '2022' i.e., 2350, followed by 2285 in '2018'
• only one book was published in two years (1980 and 1987)
• However, 316 books were published till now in this year
• Insignificant data for the year 2025 as it is yet to publish

Now, we will plot the 'number of books' belonging to the particular 'price' ranges

list(df['updated_price'])

[71.99,
 42.99,
 96.99,
 67.99,
 53.86,
 80.81,
 53.86,
 42.99,
 67.99,
 84.99,
 84.99,
 71.99,
 84.99,
 74.99,
 84.99,
 71.99,
 84.99,
 84.99,
 71.99,
 84.99,
 58.99,
 71.99,
 84.99,
 49.99,
 84.99,
 59.99,
 84.99,
 74.99,
 84.99,
 14.99,
 79.99,
 84.99,
 84.99,
 71.99,
 56.99,
 76.91,
 71.99,
 71.99,
 27.99,
 6.99,
 59.99,
 84.99,
 84.99,
 71.99,
 84.99,
 59.99,
 52.07,
 67.99,
 59.99,
 96.99,
 71.99,
 57.13,
 84.99,
 67.99,
 71.99,
 59.99,
 63.99,
 63.99,
 10.99,
 64.09,
 49.99,
 71.99,
 71.99,
 71.99,
 16.99,
 71.99,
 67.35,
 59.99,
 71.99,
 84.99,
 71.99,
 74.99,
 84.99,
 59.99,
 59.99,
 71.99,
 71.99,
 71.99,
 71.99,
 71.99,
 71.99,
 80.99,
 48.48,
 48.48,
 59.99,
 11.99,
 71.99,
 50.0,
 67.99,
 71.99,
 76.0,
 74.99,
 71.99,
 63.99,
 49.99,
 71.99,
 59.99,
 71.99,
 98.55,
 71.99,
 45.99,
 42.99,
 64.64,
 59.99,
 71.99,
 71.99,
 49.99,
 71.99,
 47.99,
 80.81,
 84.99,
 56.99,
 71.99,
 13.99,
 102.01,
 32.99,
 84.99,
 71.99,
 35.99,
 71.99,
 71.99,
 71.99,
 84.99,
 96.99,
 59.99,
 66.0,
 53.86,
 59.99,
 71.99,
 63.99,
 88.0,
 71.99,
 80.81,
 71.99,
 71.99,
 71.99,
 71.99,
 41.74,
 84.99,
 71.99,
 79.99,
 49.99,
 6.99,
 71.99,
 84.99,
 38.99,
 23.99,
 84.99,
 32.99,
 71.99,
 84.99,
 71.99,
 84.99,
 71.99,
 12.99,
 84.99,
 49.99,
 71.99,
 71.99,
 59.99,
 59.99,
 71.99,
 59.99,
 71.99,
 71.99,
 71.99,
 53.99,
 84.99,
 71.99,
 72.73,
 67.99,
 96.98,
 58.99,
 25.99,
 78.0,
 94.28,
 106.99,
 43.09,
 63.99,
 55.99,
 84.99,
 84.99,
 71.99,
 96.99,
 71.99,
 67.99,
 16.99,
 53.86,
 71.99,
 55.99,
 79.99,
 72.73,
 35.99,
 79.99,
 59.99,
 78.0,
 27.99,
 67.99,
 24.99,
 71.99,
 59.99,
 40.99,
 44.99,
 71.99,
 63.99,
 71.99,
 39.99,
 35.99,
 35.99,
 83.32,
 54.0,
 55.99,
 52.99,
 27.99,
 29.99,
 68.1,
 84.99,
 43.09,
 43.09,
 71.99,
 88.13,
 62.0,
 63.99,
 96.99,
 84.99,
 59.99,
 50.99,
 51.99,
 39.99,
 60.0,
 65.99,
 74.07,
 71.99,
 50.99,
 5.99,
 20.99,
 71.99,
 40.39,
 53.99,
 63.99,
 53.99,
 50.99,
 45.99,
 71.96,
 48.48,
 84.99,
 71.99,
 84.99,
 56.99,
 44.99,
 53.86,
 56.99,
 71.99,
 32.99,
 53.86,
 71.99,
 64.27,
 59.99,
 71.99,
 79.99,
 96.99,
 71.99,
 84.99,
 76.11,
 71.99,
 67.99,
 64.64,
 48.99,
 71.99,
 71.99,
 84.99,
 71.99,
 96.99,
 96.99,
 53.86,
 84.99,
 54.99,
 53.99,
 71.99,
 84.99,
 71.99,
 80.8,
 71.99,
 84.99,
 67.99,
 72.0,
 71.99,
 44.99,
 84.99,
 59.99,
 71.99,
 40.99,
 96.99,
 71.99,
 71.99,
 49.99,
 67.99,
 71.99,
 84.86,
 40.99,
 39.99,
 44.99,
 23.99,
 84.99,
 67.99,
 84.99,
 53.99,
 35.99,
 84.99,
 84.99,
 76.0,
 44.99,
 59.99,
 14.99,
 71.99,
 48.48,
 56.07,
 80.81,
 71.99,
 47.99,
 79.99,
 62.0,
 25.99,
 84.99,
 63.99,
 29.99,
 84.99,
 84.99,
 34.99,
 51.99,
 17.99,
 43.09,
 59.99,
 71.99,
 60.99,
 43.09,
 54.99,
 15.99,
 49.99,
 68.1,
 72.73,
 84.99,
 84.99,
 38.99,
 48.99,
 53.66,
 47.13,
 35.99,
 71.99,
 46.99,
 71.99,
 59.99,
 31.99,
 67.99,
 44.99,
 69.7,
 20.99,
 59.25,
 32.99,
 53.86,
 84.99,
 84.99,
 52.99,
 32.66,
 67.99,
 43.95,
 71.96,
 56.99,
 73.99,
 25.99,
 59.99,
 71.99,
 40.39,
 84.99,
 71.99,
 85.54,
 64.99,
 84.99,
 89.99,
 15.99,
 56.99,
 26.99,
 71.99,
 45.99,
 53.99,
 96.91,
 33.95,
 53.99,
 63.82,
 59.99,
 58.99,
 29.99,
 71.99,
 59.99,
 46.95,
 72.72,
 56.99,
 31.99,
 35.99,
 31.99,
 66.67,
 48.99,
 68.99,
 29.99,
 87.44,
 53.86,
 71.99,
 71.99,
 71.99,
 67.99,
 75.41,
 58.99,
 83.3,
 29.99,
 53.86,
 96.96,
 59.99,
 71.99,
 71.99,
 53.99,
 66.49,
 84.99,
 48.99,
 55.99,
 27.99,
 49.99,
 56.99,
 49.99,
 26.99,
 47.99,
 54.99,
 62.99,
 84.99,
 64.64,
 84.99,
 67.99,
 32.99,
 47.99,
 44.99,
 47.99,
 56.99,
 44.99,
 7.99,
 104.99,
 76.0,
 10.99,
 56.99,
 68.1,
 53.99,
 94.28,
 48.49,
 71.99,
 59.99,
 106.39,
 71.96,
 45.99,
 54.99,
 22.99,
 37.99,
 50.0,
 19.83,
 29.99,
 90.92,
 64.64,
 33.99,
 29.99,
 16.99,
 35.99,
 74.07,
 56.95,
 72.73,
 7.99,
 27.99,
 32.31,
 31.99,
 25.99,
 68.1,
 76.11,
 53.99,
 80.81,
 71.99,
 75.41,
 71.99,
 84.99,
 45.99,
 50.99,
 50.99,
 63.82,
 60.61,
 96.99,
 72.64,
 12.99,
 67.99,
 56.99,
 55.99,
 44.99,
 31.99,
 56.99,
 13.99,
 35.99,
 52.99,
 36.95,
 35.99,
 62.99,
 43.99,
 106.57,
 36.0,
 72.73,
 80.81,
 80.81,
 16.99,
 37.7,
 70.03,
 84.99,
 71.99,
 45.99,
 40.99,
 71.99,
 71.99,
 53.99,
 40.99,
 50.99,
 50.99,
 71.9,
 84.93,
 153.86,
 27.99,
 72.73,
 34.99,
 52.99,
 94.0,
 60.61,
 48.48,
 53.86,
 25.99,
 44.99,
 62.99,
 17.99,
 25.99,
 35.99,
 60.91,
 83.3,
 39.22,
 33.99,
 44.99,
 68.1,
 40.04,
 146.95,
 60.0,
 47.99,
 74.07,
 71.99,
 71.99,
 84.99,
 56.99,
 26.99,
 71.99,
 25.99,
 16.99,
 21.95,
 17.99,
 47.99,
 55.99,
 27.99,
 33.41,
 69.7,
 7.99,
 50.91,
 70.0,
 72.73,
 58.99,
 94.28,
 64.64,
 80.8,
 49.99,
 26.99,
 20.99,
 35.99,
 22.99,
 27.99,
 25.99,
 31.99,
 31.99,
 34.99,
 59.25,
 45.99,
 35.99,
 36.99,
 49.99,
 14.99,
 40.84,
 98.55,
 89.0,
 65.99,
 53.88,
 72.73,
 67.35,
 70.03,
 31.99,
 71.99,
 23.99,
 29.99,
 71.99,
 47.46,
 141.12,
 44.99,
 34.99,
 42.99,
 40.99,
 19.95,
 22.99,
 19.99,
 13.99,
 130.62,
 83.32,
 19.95,
 69.7,
 43.99,
 53.86,
 72.0,
 40.99,
 72.73,
 64.09,
 47.28,
 59.99,
 27.99,
 35.99,
 92.14,
 72.73,
 35.99,
 47.99,
 29.99,
 49.99,
 49.99,
 37.7,
 43.09,
 51.99,
 39.99,
 15.99,
 44.99,
 44.99,
 76.5,
 33.99,
 46.95,
 64.64,
 35.99,
 11.99,
 40.99,
 33.99,
 49.99,
 55.99,
 85.54,
 19.96,
 4.23,
 80.63,
 25.99,
 76.11,
 60.88,
 77.99,
 47.95,
 71.99,
 71.99,
 80.81,
 67.35,
 48.49,
 66.67,
 74.08,
 54.55,
 84.99,
 64.64,
 31.99,
 31.99,
 84.99,
 39.99,
 33.99,
 35.99,
 83.3,
 195.54,
 107.7,
 106.39,
 34.0,
 49.99,
 49.99,
 62.99,
 47.99,
 40.99,
 40.99,
 55.99,
 71.96,
 71.96,
 36.65,
 85.54,
 71.96,
 77.39,
 77.39,
 97.99,
 54.99,
 62.99,
 52.99,
 19.99,
 63.99,
 35.7,
 3.99,
 8.99,
 11.99,
 8.99,
 91.58,
 14.95,
 60.61,
 47.99,
 75.31,
 38.79,
 18.95,
 41.22,
 80.75,
 57.67,
 34.99,
 26.99,
 71.4,
 31.99,
 17.99,
 62.9,
 67.99,
 84.84,
 67.33,
 56.99,
 40.99,
 42.99,
 44.99,
 35.99,
 49.99,
 74.08,
 50.84,
 16.95,
 78.52,
 96.15,
 32.99,
 88.0,
 59.99,
 40.99,
 53.86,
 67.99,
 31.99,
 71.4,
 50.99,
 40.99,
 74.07,
 39.99,
 39.99,
 35.99,
 26.99,
 40.99,
 49.99,
 26.99,
 27.99,
 16.99,
 61.2,
 88.4,
 49.99,
 39.99,
 49.99,
 15.99,
 63.82,
 50.23,
 72.64,
 27.99,
 15.99,
 50.79,
 78.52,
 60.88,
 116.99,
 46.45,
 83.32,
 60.88,
 256.95,
 347.95,
 50.0,
 155.99,
 49.99,
 83.99,
 138.95,
 150.95,
 36.99,
 37.99,
 234.0,
 80.81,
 72.73,
 60.61,
 35.99,
 84.99,
 40.99,
 43.09,
 53.86,
 37.7,
 43.09,
 53.86,
 70.03,
 53.86,
 53.86,
 32.31,
 96.98,
 64.64,
 20.99,
 71.99,
 84.99,
 53.99,
 23.99,
 71.99,
 49.99,
 12.95,
 25.99,
 32.99,
 13.99,
 71.99,
 39.99,
 35.99,
 34.99,
 49.99,
 42.51,
 9.9,
 81.62,
 35.99,
 81.62,
 76.5,
 45.99,
 50.99,
 42.99,
 46.99,
 50.99,
 55.99,
 53.99,
 50.99,
 49.99,
 42.99,
 52.99,
 33.99,
 55.99,
 49.99,
 44.99,
 49.99,
 49.99,
 44.99,
 66.99,
 47.99,
 40.99,
 71.96,
 85.54,
 71.96,
 77.39,
 63.82,
 85.54,
 54.3,
 77.39,
 90.98,
 85.54,
 63.82,
 85.54,
 36.65,
 77.39,
 54.3,
 77.39,
 71.96,
 77.39,
 77.39,
 77.39,
 71.96,
 71.96,
 85.54,
 72.64,
 36.31,
 116.23,
 232.48,
 87.17,
 58.11,
 217.95,
 63.82,
 174.99,
 45.99,
 109.99,
 39.99,
 5.37,
 7.99,
 79.91,
 87.17,
 26.92,
 52.99,
 52.95,
 52.99,
 87.44,
 32.99,
 59.99,
 56.99,
 57.99,
 52.99,
 19.99,
 44.99,
 30.99,
 29.05,
 203.42,
 18.84,
 27.12,
 31.23,
 82.75,
 204.05,
 6.99,
 53.0,
 67.33,
 7.99,
 48.42,
 3.99,
 80.8,
 80.75,
 87.44,
 9.99,
 13.99,
 87.44,
 87.44,
 12.99,
 50.99,
 24.99,
 17.44,
 6.99,
 37.99,
 37.99,
 4.99,
 46.99,
 41.99,
 6.99,
 52.99,
 54.99,
 9.95,
 13.99,
 50.99,
 61.99,
 6.99,
 45.99,
 11.99,
 84.99,
 43.95,
 64.27,
 53.99,
 71.99,
 71.99,
 67.99,
 72.73,
 64.64,
 58.99,
 48.99,
 32.31,
 71.99,
 43.09,
 43.09,
 72.0,
 72.0,
 80.81,
 96.0,
 56.99,
 43.09,
 48.48,
 43.09,
 71.99,
 48.48,
 48.48,
 59.25,
 84.99,
 27.99,
 84.0,
 57.13,
 37.7,
 43.09,
 43.09,
 48.48,
 59.99,
 64.64,
 59.25,
 59.99,
 37.71,
 84.99,
 84.99,
 59.99,
 56.99,
 67.35,
 84.99,
 84.99,
 33.35,
 71.99,
 69.0,
 194.99,
 70.03,
 50.99,
 59.99,
 53.86,
 53.86,
 43.09,
 81.72,
 31.95,
 71.99,
 48.48,
 64.64,
 65.38,
 ...]

print(min(df['updated_price']))
print(max(df['updated_price']))

0.0
2353.37

# defining the bins for distinct price ranges
pr_bins = [0, 100, 500, 1000, 1500, 2000, 2500]

# creating labels for the bins
pr_labels = ['0-100', '101-500', '501-1000', '1001-1500', '1501-2000', '2001-2500']

# creating a new column with the bin labels based on the 'price' column
df['price_range'] = pd.cut(df['price'], bins = pr_bins, labels = pr_labels, right = False)

# grouping by price range and count the occurrences
pr_count = df['price_range'].value_counts().sort_index()

# finally, plotting the bar graph
plt.figure(figsize = (10, 6))
bars = plt.bar(pr_count.index, pr_count.values, color = '#40E0D6')
plt.title('Price Range Distribution', fontdict = {'fontsize': 20})
plt.xlabel('Price Range', fontdict = {'fontsize': 18})
plt.ylabel('Number of Products', fontdict = {'fontsize': 16})
plt.xticks(rotation = 0)
plt.grid(axis = 'y', linestyle = '--', alpha = 0.7)

# adding the count values on top of each bar
for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width() / 2, yval, int(yval), va = 'bottom', ha = 'center')

plt.tight_layout()
plt.show()

pr_bins = [0, 20, 40, 60, 80, 100, 300, 600]
pr_labels = ['0-20', '20-40', '40-60', '60-80', '80-100', '100-300', '300-600']
df['price_range'] = pd.cut(df['price'], bins = pr_bins, labels = pr_labels, right = False)
pr_counts = df['price_range'].value_counts().sort_index()
plt.figure(figsize = (10, 6))
plt.bar(pr_counts.index, pr_counts.values, color = '#00E676')
plt.title('Price Range Distribution', fontdict = {'fontsize': 20})
plt.xlabel('Price Range', fontdict = {'fontsize': 18})
plt.ylabel('Number of Products', fontdict = {'fontsize': 16})
plt.xticks(rotation = 0)
plt.grid(axis = 'y', linestyle = '--', alpha = 0.7)
plt.tight_layout()
plt.show()

colors = ['#FF5733', "#c7e9b4", '#EE98AA', '#40E0D0', '#9B59B6', '#FFC300', '#00E676']
plt.figure(figsize = (10, 6))
bars = plt.bar(pr_count.index, pr_count.values, color = colors)
plt.title('Price Range Distribution', fontdict = {'fontsize': 20})
plt.xlabel('Price Range', fontdict = {'fontsize': 18})
plt.ylabel('Number of Products', fontdict = {'fontsize': 16})
plt.xticks(rotation = 0)
plt.grid(axis = 'y', linestyle = '--', alpha = 0.6)

for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width() / 2, yval, int(yval), va = 'bottom', ha = 'center')

plt.tight_layout()
plt.show()

<Figure size 1000x600 with 0 Axes>

• We can notice that the majority of the books fall between the range of 60 - 80 dollars which is quite a good price to buy.

Lets check the 'availability status' of books

av_counts = df['availabe'].value_counts()

# creating the subplots
fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (14, 6))

# plotting the bar graph
sns.barplot(x = av_counts.index, y = av_counts.values, ax = ax1)
ax1.set_title('Availability of Books (Count)', fontdict = {'fontsize': 17})
ax1.set_xlabel('Availability', fontdict = {'fontsize': 16})
ax1.set_ylabel('Count', fontdict = {'fontsize': 16})

# displaying count on top of each bar
for p in ax1.patches:
    ax1.annotate(f'{p.get_height()}', (p.get_x() + p.get_width() / 2., p.get_height()), ha = 'center', va = 'center', xytext = (0, 5), textcoords='offset points')

# plotting the pie chart
ax2.pie(av_counts.values, labels = av_counts.index, autopct = '%1.1f%%', startangle = 140)
ax2.set_title('Availability of Books (Percentage)', fontdict = {'fontsize': 17})

plt.tight_layout()
plt.show()

From our pie chart, we can see that almost all books are available as 99.2 % of books are in stock, whereas only 0.8 % are not available.

Let's do some analysis on our Top 10 authors as per their number of books published.

len(list(df['author'].unique()))

20384

len(list(df['publisher'].unique()))

194

df['publisher'].value_counts()

Springer International Publishing    8432
Packt Publishing                     3923
Apress                               3061
CRC Press                            2719
Springer Berlin Heidelberg           2350
                                     ... 
TeeBooks                                1
Stonesong Digital LLC                   1
Tsunami Productions                     1
NYU Press                               1
University of Chicago Press             1
Name: publisher, Length: 194, dtype: int64

df['author'].value_counts()

Guy Hart-Davis           44
Paul McFedries           43
Michael R. Miller        43
Matthew MacDonald        41
Osvaldo Gervasi          38
                         ..
Gregory Kipper            1
Benjamin A. Lieberman     1
Reynolds M. Salerno       1
Jonathan S. Held          1
Jérôme Lang               1
Name: author, Length: 20384, dtype: int64

ar_counts = df['author'].value_counts().head(10)

colors = ['#4090D0','#C759B4', '#EE98AA', '#D2148C', '#FA5AD2','#FA9BD7', '#D81FD8','#F4A460','#F08080']

plt.figure(figsize = (10, 6))
bars = plt.bar(ar_counts.index, ar_counts.values, color = colors)
plt.title('Top 10 Authors by Number of Books Published', fontdict = {'fontsize': 16})
plt.xlabel('Author', fontdict = {'fontsize': 18})
plt.ylabel('Number of Books Published', fontdict = {'fontsize': 14})
plt.xticks(rotation = 45, ha = 'right')

for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width() / 2, yval, int(yval), va='bottom', ha='center')

plt.tight_layout()
plt.show()

Now, Lets generate a bar plot showing the distribution of editions based on the counts.

df['edition'].unique()

array(['2', nan, '3', '8', '5', '7', '6', '4', '9', '11', '12', '10',
       '22', '14', '13', '19', '18', '57', '15', '31', '16', '21'],
      dtype=object)

en_counts = df['edition'].value_counts()

colors = ['#FF5733', "#c7e9b4", '#EE98AA', '#40E0D0', '#9B59B6', '#FFC300', '#00E676']

plt.figure(figsize=(10, 6))
bars = plt.bar(en_counts.index, en_counts.values, color = colors)
plt.title("Book's Edition Distribution", fontdict = {'fontsize': 18})
plt.xlabel('Edition', fontdict = {'fontsize': 16})
plt.ylabel('Count', fontdict = {'fontsize': 16})
plt.xticks(rotation = 0, ha = 'right')

for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width() / 2, yval, int(yval), va = 'bottom', ha = 'center')

plt.tight_layout()
plt.show()

• Here, we can noticed that the majority of the books belong to 'Edition 2' which is 1653, followed by 'Edition 3' with count of 540.
• However, just single book belong to edition numbers 22, 18, 57, 31, 16 and 21 respectively.

Lets visualize the top eight mostly used words in 'description' column

# Creating a counter to check most frequent words
from collections import Counter
c = Counter()
for txt in df.processed_description.values:
    for word in txt.split():
        c[word] += 1
c.most_common(8)

[('book', 13426),
 ('conference', 6090),
 ('held', 5634),
 ('international', 5477),
 ('papers', 5104),
 ('proceedings', 5007),
 ('constitutes', 4834),
 ('data', 4648)]

list(c)

['go',
 'rapidly',
 'become',
 'preferred',
 'language',
 'building',
 'web',
 'services',
 'plenty',
 'tutorials',
 'available',
 'teach',
 'syntax',
 'developers',
 'experience',
 'programming',
 'languages',
 'enough',
 'idioms',
 'end',
 'recreating',
 'patterns',
 'make',
 'sense',
 'context',
 'practical',
 'tidying',
 'messy',
 'software',
 'means',
 'breaking',
 'code',
 'readable',
 'using',
 'guard',
 'clauses',
 'helping',
 'functions',
 'understandable',
 'guide',
 'author',
 'kent',
 'beck',
 'creator',
 'extreme',
 'pioneer',
 'suggests',
 'might',
 'apply',
 'tidyings',
 'recent',
 'series',
 'breakthroughs',
 'deep',
 'learning',
 'boosted',
 'entire',
 'field',
 'machine',
 'even',
 'programmers',
 'know',
 'close',
 'nothing',
 'technology',
 'use',
 'simple',
 'efficient',
 'tools',
 'implement',
 'programs',
 'capable',
 'data',
 'bestselling',
 'book',
 'uses',
 'concrete',
 'examples',
 'minimal',
 'theory',
 'production',
 'ready',
 'center',
 'many',
 'challenges',
 'system',
 'design',
 'today',
 'difficult',
 'issues',
 'need',
 'figured',
 'scalability',
 'consistency',
 'reliability',
 'efficiency',
 'maintainability',
 'addition',
 'overwhelming',
 'variety',
 'including',
 'relational',
 'databases',
 'nosql',
 'datastores',
 'stream',
 'batch',
 'processors',
 'message',
 'brokers',
 'prepare',
 'microsoft',
 'exam',
 'ms',
 'help',
 'demonstrate',
 'real',
 'world',
 'mastery',
 'skills',
 'knowledge',
 'required',
 'deploy',
 'manage',
 'perform',
 'tenant',
 'level',
 'implementation',
 'administration',
 'cloud',
 'hybrid',
 'date',
 'mike',
 'meyers',
 'delivers',
 'complete',
 'coverage',
 'every',
 'topic',
 'version',
 'comptia',
 'network',
 'certification',
 'objectives',
 'inside',
 'comprehensive',
 'resource',
 'created',
 'edited',
 'leading',
 'expert',
 'training',
 'md',
 'protect',
 'modern',
 'endpoints',
 'scale',
 'environments',
 'designed',
 'endpoint',
 'administrators',
 'years',
 'companies',
 'rewarded',
 'effective',
 'engineers',
 'management',
 'positions',
 'treating',
 'default',
 'path',
 'engineer',
 'leadership',
 'ability',
 'serve',
 'industry',
 'staff',
 'allows',
 'contribute',
 'high',
 'role',
 'models',
 'driving',
 'big',
 'projects',
 'want',
 'build',
 'pages',
 'prior',
 'friendly',
 'perfect',
 'place',
 'start',
 'begin',
 'square',
 'work',
 'steadily',
 'create',
 'site',
 'multicolumn',
 'adapt',
 'mobile',
 'devices',
 'fabric',
 'lakehouse',
 'mesh',
 'recently',
 'appeared',
 'viable',
 'alternatives',
 'warehouse',
 'new',
 'architectures',
 'solid',
 'benefits',
 'surrounded',
 'lot',
 'hyperbole',
 'confusion',
 'provides',
 'guided',
 'tour',
 'architecture',
 'professionals',
 'understand',
 'pros',
 'engineering',
 'grown',
 'past',
 'decade',
 'leaving',
 'scientists',
 'analysts',
 'looking',
 'view',
 'practice',
 'learn',
 'plan',
 'systems',
 'needs',
 'organization',
 'customers',
 'evaluating',
 'best',
 'technologies',
 'adoption',
 'serverless',
 'rise',
 'little',
 'guidance',
 'development',
 'teams',
 'aws',
 'definitive',
 'packed',
 'architectural',
 'security',
 'practices',
 'architects',
 'reliable',
 'enterprise',
 'waste',
 'time',
 'bending',
 'python',
 'fit',
 'learned',
 'simplicity',
 'lets',
 'productive',
 'quickly',
 'often',
 'everything',
 'offer',
 'updated',
 'edition',
 'hands',
 'write',
 'leveraging',
 'questions',
 'net',
 'selling',
 'answers',
 'unusual',
 'flexibility',
 'breadth',
 'continual',
 'growth',
 'always',
 'tradition',
 'reilly',
 'nutshell',
 'guides',
 'thoroughly',
 'simply',
 'volume',
 'reference',
 'generative',
 'ai',
 'hottest',
 'tech',
 'teaches',
 'tensorflow',
 'keras',
 'impressive',
 'scratch',
 'variational',
 'autoencoders',
 'vaes',
 'adversarial',
 'networks',
 'gans',
 'transformers',
 'normalizing',
 'flows',
 'energy',
 'based',
 'harder',
 'developer',
 'chase',
 'changing',
 'technological',
 'trends',
 'business',
 'domains',
 'behind',
 'set',
 'core',
 'principles',
 'analyzing',
 'understanding',
 'strategy',
 'handbook',
 'manipulating',
 'processing',
 'cleaning',
 'crunching',
 'datasets',
 'pandas',
 'third',
 'case',
 'studies',
 'show',
 'solve',
 'broad',
 'analysis',
 'problems',
 'effectively',
 'latest',
 'versions',
 'good',
 'essential',
 'success',
 'project',
 'designing',
 'hard',
 'consequences',
 'decisions',
 'overview',
 'experienced',
 'thorough',
 'unparalleled',
 'organizations',
 'struggle',
 'balance',
 'requirements',
 'increasing',
 'volumes',
 'additionally',
 'demand',
 'large',
 'growing',
 'among',
 'competitive',
 'digital',
 'industries',
 'conventional',
 'task',
 'finops',
 'brings',
 'financial',
 'accountability',
 'variable',
 'spend',
 'model',
 'used',
 'majority',
 'global',
 'enterprises',
 'fringe',
 'activity',
 'de',
 'facto',
 'discipline',
 'managing',
 'authors',
 'storment',
 'fuller',
 'outline',
 'process',
 'culture',
 'psychology',
 'specifically',
 'users',
 'behave',
 'interact',
 'interfaces',
 'perhaps',
 'single',
 'valuable',
 'nondesign',
 'skill',
 'designer',
 'elegant',
 'fail',
 'forces',
 'conform',
 'instead',
 'working',
 'within',
 'blueprint',
 'humans',
 'perceive',
 'comes',
 'choosing',
 'maintaining',
 'database',
 'internals',
 'distributed',
 'offers',
 'differ',
 'alex',
 'petrov',
 'concepts',
 'foundation',
 'computation',
 'writing',
 'performance',
 'sensitive',
 'requires',
 'puts',
 'control',
 'memory',
 'processor',
 'resources',
 'rust',
 'combines',
 'type',
 'catches',
 'typescript',
 'typed',
 'superset',
 'javascript',
 'potential',
 'headaches',
 'famous',
 'curve',
 'take',
 'specific',
 'ways',
 'improve',
 'dan',
 'vanderkam',
 'interested',
 'material',
 'market',
 'seventh',
 'represents',
 'significant',
 'update',
 'information',
 'ecmascript',
 'chapters',
 'features',
 'conquered',
 'identified',
 'surveys',
 'fastest',
 'popular',
 'widely',
 'consumer',
 'across',
 'frequently',
 'credited',
 'massive',
 'applications',
 'exactly',
 'application',
 'creates',
 'whether',
 'consists',
 'log',
 'messages',
 'metrics',
 'user',
 'outgoing',
 'moving',
 'important',
 'kafka',
 'streaming',
 'platform',
 'handle',
 'continues',
 'evolve',
 'central',
 'longer',
 'scalable',
 'turning',
 'value',
 'paradigm',
 'shift',
 'way',
 'federate',
 'responsibilities',
 'others',
 'first',
 'class',
 'tool',
 'researchers',
 'primarily',
 'libraries',
 'storing',
 'gaining',
 'insight',
 'several',
 'exist',
 'individual',
 'pieces',
 'science',
 'stack',
 'ipython',
 'numpy',
 'matplotlib',
 'opened',
 'artists',
 'designers',
 'educators',
 'beginners',
 'short',
 'gently',
 'introduces',
 'computer',
 'written',
 'co',
 'founders',
 'reas',
 'fry',
 'getting',
 'started',
 'shows',
 'easy',
 'java',
 'usually',
 'tackle',
 'complexity',
 'object',
 'oriented',
 'oop',
 'problem',
 'match',
 'functional',
 'fp',
 'another',
 'approach',
 'solving',
 'grasp',
 'lambda',
 'expressions',
 'streams',
 'ideal',
 'apis',
 'fun',
 'compelling',
 'realistic',
 'marc',
 'loy',
 'patrick',
 'niemeyer',
 'leuck',
 'introduce',
 'fundamentals',
 'techniques',
 'eye',
 'parts',
 'force',
 'choose',
 'various',
 'compromises',
 'think',
 'critically',
 'trade',
 'offs',
 'involved',
 'veterans',
 'practicing',
 'grow',
 'popularity',
 'becoming',
 'larger',
 'complex',
 'taking',
 'interest',
 'hexagonal',
 'clean',
 'event',
 'driven',
 'strategic',
 'prescribed',
 'domain',
 'dd',
 'translating',
 'renowned',
 'experts',
 'foster',
 'provost',
 'tom',
 'fawcett',
 'fundamental',
 'walks',
 'analytic',
 'thinking',
 'necessary',
 'extracting',
 'useful',
 'collect',
 'helps',
 'greatly',
 'expanded',
 'introduction',
 'randomization',
 'probabilistic',
 'without',
 'slogging',
 'manuals',
 'head',
 'built',
 'structures',
 'app',
 'prime',
 'runs',
 'still',
 'wonder',
 'compiler',
 'throwing',
 'squiggly',
 'red',
 'lines',
 'enter',
 'cookbook',
 'stefan',
 'baumgartner',
 'senior',
 'solutions',
 'everyday',
 'quick',
 'tightly',
 'focused',
 'tells',
 'long',
 'intros',
 'bloated',
 'samples',
 'succinct',
 'browse',
 'pocket',
 'source',
 'earlier',
 'staring',
 'screen',
 'idea',
 'worry',
 'publisher',
 'lecturer',
 'trainer',
 'kevin',
 'wilson',
 'follow',
 'instructions',
 'photos',
 'illustrations',
 'helpful',
 'tips',
 'video',
 'demos',
 'extremely',
 'suited',
 'concurrency',
 'ecosystem',
 'include',
 'lots',
 'concurrent',
 'locks',
 'implementing',
 'correctly',
 'ordering',
 'bugs',
 'uncommon',
 'monolithic',
 'smaller',
 'self',
 'contained',
 'microservices',
 'fine',
 'grained',
 'developing',
 'host',
 'second',
 'takes',
 'holistic',
 'topics',
 'consider',
 'scaling',
 'unique',
 'method',
 'goes',
 'beyond',
 'programmer',
 'puzzles',
 'mysteries',
 'soul',
 'searching',
 'interviews',
 'excel',
 'remains',
 'ubiquitous',
 'feedback',
 'forums',
 'full',
 'requests',
 'scripting',
 'fact',
 'top',
 'feature',
 'requested',
 'makes',
 'combination',
 'felix',
 'zumstein',
 'xlwings',
 'open',
 'package',
 'automating',
 'reinvent',
 'wheel',
 'look',
 'lessons',
 'faced',
 'advantage',
 'something',
 'challenging',
 'detangle',
 'migrate',
 'microservice',
 'usual',
 'companion',
 'sam',
 'newman',
 'details',
 'proven',
 'transitioning',
 'existing',
 'extensively',
 'covers',
 'advanced',
 'haskell',
 'frameworks',
 'modules',
 'toolkits',
 'dive',
 'actually',
 'algorithms',
 'introducing',
 'beginning',
 'bill',
 'lubanovic',
 'basics',
 'varied',
 'mixing',
 'style',
 'recipes',
 'explain',
 'chapter',
 'exercises',
 'sophisticated',
 'page',
 'styling',
 'improved',
 'accessibility',
 'less',
 'effort',
 'expended',
 'revised',
 'fifth',
 'css',
 'along',
 'review',
 'specifications',
 'eric',
 'meyer',
 'estelle',
 'weyl',
 'methods',
 'construction',
 'following',
 'presents',
 'philosophy',
 'creating',
 'handy',
 'already',
 'textbook',
 'supports',
 'bcs',
 'certificate',
 'constantly',
 'providing',
 'constant',
 'paradigms',
 'incremental',
 'developments',
 'foundations',
 'rethinking',
 'changes',
 'seamless',
 'experiences',
 'exploding',
 'number',
 'channels',
 'screens',
 'contexts',
 'navigate',
 'maze',
 'options',
 'capturing',
 'ui',
 'major',
 'privacy',
 'regulations',
 'gdpr',
 'ccpa',
 'expensive',
 'notorious',
 'breaches',
 'never',
 'pressure',
 'ensure',
 'unfortunately',
 'integrating',
 'complicated',
 'give',
 'blocks',
 'speed',
 'helm',
 'preeminent',
 'manager',
 'kubernetes',
 'container',
 'orchestration',
 'efficiently',
 'install',
 'running',
 'containers',
 'maintainers',
 'matt',
 'butcher',
 'farina',
 'josh',
 'dolitsky',
 'fits',
 'sets',
 'laravel',
 'apart',
 'php',
 'starters',
 'rapid',
 'framework',
 'sites',
 'fully',
 'minibook',
 'olivier',
 'caelen',
 'marie',
 'alice',
 'blete',
 'cover',
 'main',
 'gpt',
 'chatgpt',
 'step',
 'rival',
 'compete',
 'attention',
 'rest',
 'api',
 'concise',
 'rules',
 'drawn',
 'stick',
 'uri',
 'guidelines',
 'media',
 'types',
 'master',
 'hidden',
 'capabilities',
 'related',
 'crafting',
 'blackbelts',
 'test',
 'packages',
 'small',
 'pytest',
 'powerful',
 'testing',
 'tests',
 'keep',
 'maintainable',
 'explore',
 'superpowers',
 'asserts',
 'fixtures',
 'parametrization',
 'markers',
 'plugins',
 'plans',
 'modernize',
 'move',
 'legacy',
 'private',
 'premises',
 'solution',
 'anybody',
 'computing',
 'migration',
 'transformation',
 'cybersecurity',
 'broken',
 'year',
 'attackers',
 'remain',
 'unchallenged',
 'undeterred',
 'feel',
 'operate',
 'secure',
 'failure',
 'prevented',
 'mental',
 'incomplete',
 'evolves',
 'verify',
 'expect',
 'warehouses',
 'lakes',
 'lands',
 'repositories',
 'transformed',
 'enabling',
 'raw',
 'defined',
 'dbt',
 'bi',
 'true',
 'oxford',
 'researcher',
 'accessible',
 'history',
 'future',
 'cutting',
 'edge',
 'misunderstood',
 'artificial',
 'intelligence',
 'somewhat',
 'ill',
 'term',
 'aim',
 'machines',
 'conscious',
 'aware',
 'sentient',
 'kind',
 'acclaimed',
 'andrew',
 'hoffman',
 'three',
 'pillars',
 'reconnaissance',
 'offense',
 'defense',
 'examines',
 'dozens',
 'attacks',
 'mitigations',
 'threat',
 'modeling',
 'editions',
 'rhcsa',
 'rhce',
 'exams',
 'confidence',
 ...]

y = [count for x, count in c.most_common(8)]
x = [x for x, count in c.most_common(8)]
plt.figure(figsize = (10, 6))
plt.barh(x, y, color = 'crimson')
plt.title("The topmost frequent used words", fontdict = {'fontsize': 18})
plt.xlabel('Count', fontdict = {'fontsize': 16})
plt.ylabel("Most frequent words", fontdict = {'fontsize': 16})
plt.show()

Function to create a Word Cloud

The most frequent words in out 'processed_title' feature

t = ' '.join(word for word in df['processed_title'].astype(str)) 

def word_cloud(text):
    word_cloud = WordCloud(width = 1600, height = 800, random_state = 21,
                           max_font_size = 110, collocations=False,
                           min_font_size = 18).generate_from_text(t)
    plt.figure(figsize = (15, 10))
    plt.imshow(word_cloud, interpolation='bilinear')
    plt.axis("off")
    plt.show()

word_cloud(word_cloud)

df['Length_of_description'] = df['description'].apply(lambda x: len(str(x)) if pd.notna(x) else np.nan)

# distribution of length of description
plt.figure(figsize=(20, 8))
plt.hist(df['Length_of_description'].dropna(), color='lightpink', edgecolor='black')
plt.xlabel('Length of Description')
plt.ylabel('Frequency')
plt.title('Distribution of Description Lengths',fontdict={'fontsize':24})
plt.grid(True)
plt.show()

We notice that:

Most of the descriptions are of the length 250, meaning the average length of descriptions is around 250 words.

this could be true as this is considered standard for a descripton to not be more than 250 words

Step 4: Pandas Profiling

Pandas Profiling is a tool used for EDA (Exploratory Data Analysis)

It provides comprehensive insights, enhances data quality

We get the following details by using pandas profiling:

• Overview Report
  • gives summary statistics of the dataset
  • Also, information on:
    • variables,
    • observations,
    • missing cells,
    • duplicate rows,
    • datatypes, and
    • memory usage
• Variable Summary
  • provides descriptive statistics
    • mean,
    • minimum value,
    • maximum value,
    • distinct values,
    • missing values,
    • zeros and negative value, etc
• Correlation Analysis
  • generates a correlation matrix &
  • correlation table
    • basically to identify relationships &
    • multicollinearity issues
• Missing values
  • generates
    • count of missing values (in bar graphs)
    • matrix
    • heatmap
• Sample information
  • First 10 rows of our dataset
  • Last 10 rows of our dataset
• Interactions

Lets use the ydata-profiling to generate the detailed reports, complete with statistics and visualizations.

report=pp.ProfileReport(df)

report.to_file('final_version.html')

Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]

Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]

Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]

Export report to file:   0%|          | 0/1 [00:00<?, ?it/s]

report

Step 5: Encoding

So far,

We cleaned the Dataset, made the cleaned dataset available to use.

We visualized important features from the dataset to get any insights and understand the data better.

For the Further steps, let us only consider features that will stand significantly important for our clustering analysis.

The features to consider will be:

Price

pub_year

sale_year

Affordability

Available

# if we want to implent jays idea of using cosine simiarity values to be used for clustering we can include title and description.

df.columns

Index(['Title', 'id', 'price', 'author', 'publisher', 'pub_year',
       'edition_num', 'description', 'availabe', 'sale_date', 'short_pub',
       'num_of_author', 'width', 'height', 'processed_title',
       'processed_description', 'price_range', 'month_of_sale', 'date_of_sale',
       'year_of_sale', 'updated_price', 'edition', 'affordability',
       'Length_of_description'],
      dtype='object')

new_df =df[[
 'publisher',
 'pub_year',
 'sale_date',
 'year_of_sale',
 'num_of_author',
 'processed_title',
 'processed_description',
 'updated_price',
 'edition',
 'availabe','affordability']]

# new_df = df[['price','pub_year','availabe','year_of_sale','affordability']] ## this is what our rohan sir done

new_df.isnull().sum()

publisher                    0
pub_year                     0
sale_date                    0
year_of_sale                 0
num_of_author                0
processed_title              0
processed_description        0
updated_price                0
edition                  27974
availabe                     0
affordability                0
dtype: int64

Approach for encoding

• for 'price' we leave it as it is as it is numerical already.
• for 'pub_year' we leave it as it is as distinct values of years can be considered a category in itself.
• for '
• for 'year_of_sale' we leave it as it is as distinct values of years can be considered a category in itself.
• for 'affordability' we use label encoding as we are dealing with 3 different values inside affordability which are simply created as labels.
• for 'Available' we can map the values to its numeric representation.

Encoding for affordability

from sklearn.preprocessing import LabelEncoder

le = LabelEncoder()

new_df['affordability'] = le.fit_transform(new_df['affordability'])

le.classes_

array(['Average price', 'Low price', 'Over priced'], dtype=object)

new_df['affordability'].unique()

array([0, 1, 2])

Here:

• 'Average Price' is changed to 0.
• 'Low Price' is changed to 1.
• 'Over Price' is changed to 2.

Encoding for Availability

# here we convert true to 1 and false to 0
new_df['availabe'] = df['availabe'].astype(int)

new_df.availabe.value_counts()

1    30583
0      245
Name: availabe, dtype: int64

# not sure, open to suggestions
#  (affordability, available--> onehot())
# is affordability ordinal? if yes----> ordinal encoding

OUTLIERS

Detecting Outliers Visually

# to check outliers visually
def check_cols(col, df):
    sns.set_style('whitegrid')
    fig, axes = plt.subplots(1,3, figsize=(24,8))
    
    fig.suptitle(f'Distribution, box and probability plots: {col}', fontsize=24)
    
    sns.distplot(df[col],ax=axes[0],label='Skew noticed = {:.2f}'.format(df[col].skew()))
    axes[0].set_title(f'Distribution: ',fontsize=16)
    
    
    sns.boxplot(df[col],ax=axes[1])
    axes[1].set_title(f'Boxplot:',fontsize=16)
    
    stats.probplot(df[col],plot=axes[2],fit=True)
    axes[2].set_title(f'Probplot:',fontsize=16)
    
    plt.tight_layout()
    plt.show()

why Probplot?

probplot or Q-Q plot is normally used to visualise probability distribution of data. but, can also be used to detect outliers indirectly. probplot has a line called the reference line, which denotes the expected theoretical distribution. If the data points fall approximately along a straight line on the Q-Q plot, it indicates that the data follows the specified distribution.

by this, we can check for data points that deviate significantly from the reference line. helping us to detect outliers.

cols = ['updated_price','pub_year','availabe','year_of_sale','affordability']

for col in cols:
    check_cols(col,new_df)

Insights

- We notice high right skewedness for Price column, distribution is defenitly not normal.

- we see most of the values fall outsite the normal range by noticing the box plot for Price

- pub_year shows left skewedness and most of the values fall outside the lower bound

- other numerical variables are linear values, hence the linear lines on the chart

Detecting Outliers using IQR

hey rohan sir, do compare your method once you are checking this

# to compare changes visually
def compare(cols,df,df2):
    for col in cols:
        
        plt.figure(figsize=(20,10))
        plt.title(f'Distribution and Box plots: {col}', fontsize=16)
        
        plt.subplot(221)
        sns.distplot(df[col])
        plt.title(f' Distribution: {col} before ')
        
        
        plt.subplot(222)
        sns.distplot(df2[col])
        plt.title(f'Distribution: {col} after ')
        
        
        plt.subplot(223)
        sns.boxplot(df[col])
        plt.title(f'BOX: {col} before ')
        

        plt.subplot(224)
        sns.boxplot(df2[col])
        plt.title(f'BOX: {col} after ')
    
        
        plt.tight_layout()
        plt.show()

cols_to_compare = ['updated_price','pub_year']

# compare(cols_to_compare,new_df,df_for_IQR)

df_5=new_df

df_5

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	availabe	affordability
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building ...	71.99	2	1	0
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code mak...	42.99	NaN	1	1
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn ke...	recent series breakthroughs deep learning boos...	96.99	3	1	0
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design toda...	67.99	NaN	1	0
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate rea...	53.86	NaN	1	1
...	...	...	...	...	...	...	...	...	...	...	...
39977	Springer Berlin Heidelberg	2006	2006-12-12	2006	3	finite state methods and natural language proc...	book constitutes thoroughly refereed post proc...	72.64	NaN	1	0
39978	Springer Berlin Heidelberg	2006	2006-07-25	2006	4	argumentation in multi agent systems	nan	72.64	NaN	1	0
39979	Springer Berlin Heidelberg	2008	2008-02-20	2008	2	pricai trends in artificial intelligence	book constitutes refereed proceedings th pacif...	232.48	NaN	1	0
39988	Springer Berlin Heidelberg	2006	2006-07-25	2006	3	knowledge science engineering and management	refereed proceedings first international confe...	130.77	NaN	1	0
39989	Springer Berlin Heidelberg	2006	2006-08-29	2006	2	artificial neural networks in pattern recognition	book constitutes refereed proceedings second i...	72.64	NaN	1	0

30828 rows × 11 columns

#applying the nunqiue and unique value method on the current df

columns=df_5.columns.to_list()

for column in columns:
    print("{} has {} unique values".format(column,df_5[column].nunique()))
    
#use this for report

publisher has 194 unique values
pub_year has 42 unique values
sale_date has 6476 unique values
year_of_sale has 42 unique values
num_of_author has 24 unique values
processed_title has 24823 unique values
processed_description has 25520 unique values
updated_price has 1274 unique values
edition has 21 unique values
availabe has 2 unique values
affordability has 3 unique values

print(df_5['availabe'].value_counts(dropna=False,normalize=True)*100) #repeating the code for percentage to confirm the distribution

1    99.205268
0     0.794732
Name: availabe, dtype: float64

df_5.nunique(dropna=False)

publisher                  194
pub_year                    42
sale_date                 6476
year_of_sale                42
num_of_author               24
processed_title          24823
processed_description    25520
updated_price             1274
edition                     22
availabe                     2
affordability                3
dtype: int64

# df.nunique(dropna=True, axis='columns') #interesting method to finding unqiue values in the rows --> not used for this scope

#using mode to find the most freq(repeating) value in each column in price and year

to_get_value_bin= df_5[['updated_price','pub_year']].apply(lambda x: x.mode().tolist())
print(to_get_value_bin)

   updated_price  pub_year
0          72.64      2022

df_5[['updated_price','pub_year']].quantile(np.arange(.01,.9,.1))

	updated_price	pub_year
0.01	8.6542	1753.0
0.11	36.0000	2007.0
0.21	47.5200	2011.0
0.31	54.3000	2013.0
0.41	64.6400	2015.0
0.51	72.6400	2016.0
0.61	72.6400	2018.0
0.71	85.0000	2019.0
0.81	126.5400	2021.0

"""from the observation of unqiue values present in the current df_5, publisher has 194 values --> this distinct will be difficult 
for encoding like one-hot as the dimensionality issue araises and creates zero in various columns (sparse matrix)
"""

'from the observation of unqiue values present in the current df_5, publisher has 194 values --> this distinct will be difficult \nfor encoding like one-hot as the dimensionality issue araises and creates zero in various columns (sparse matrix)\n'

# available columns can be mapped or modified to binary column without losing the orginality of the data

#encoding categorical values 

df_5=pd.get_dummies(df_5, columns=['availabe'], prefix=['availability'],drop_first=True)
df_5.rename(columns={'availability_True':'availability_encoded'},inplace=True)

# other possiblity we are looking at here is encoding the num_of_author --> which is potentially in the numeric format and we would like to continute with same

#edition is very straight forward

#experiment 1 in encoding of price and year using discretization--> encoding (easy to process compared to 200+ distinct varients)

price_bins = pd.cut(df_5.updated_price,bins=10 ,right=True)

price_bins
#( --> not included value
#] included value

0        (-2.353, 235.337]
1        (-2.353, 235.337]
2        (-2.353, 235.337]
3        (-2.353, 235.337]
4        (-2.353, 235.337]
               ...        
39977    (-2.353, 235.337]
39978    (-2.353, 235.337]
39979    (-2.353, 235.337]
39988    (-2.353, 235.337]
39989    (-2.353, 235.337]
Name: updated_price, Length: 30828, dtype: category
Categories (10, interval[float64, right]): [(-2.353, 235.337] < (235.337, 470.674] < (470.674, 706.011] < (706.011, 941.348] ... (1412.022, 1647.359] < (1647.359, 1882.696] < (1882.696, 2118.033] < (2118.033, 2353.37]]

price_bins.cat.codes

0        0
1        0
2        0
3        0
4        0
        ..
39977    0
39978    0
39979    0
39988    0
39989    0
Length: 30828, dtype: int8

price_bins.cat.codes.value_counts()

0    29658
1     1104
2       48
3       13
6        1
5        1
9        1
7        1
4        1
dtype: int64

#converting numeric data into categorical data
#divides the data into bins based on values given  and we used the qcut--> qunatile based binning with same number of bins 
price_bin_number,bin_range = pd.qcut(df_5['updated_price'], q=8, labels=False, duplicates='drop',retbins=True)

print(price_bin_number)

0        3
1        1
2        6
3        3
4        2
        ..
39977    3
39978    3
39979    7
39988    6
39989    3
Name: updated_price, Length: 30828, dtype: int64

bin_range

array([   0.  ,   37.99,   49.99,   61.99,   72.64,   73.1 ,   94.44,
        134.68, 2353.37])

year_bin_number,y_bin_range = pd.qcut(df_5['pub_year'], q=12, labels=False, duplicates='drop',retbins=True)

print(year_bin_number)

0        11
1        11
2        10
3         6
4        11
         ..
39977     0
39978     0
39979     1
39988     0
39989     0
Name: pub_year, Length: 30828, dtype: int64

y_bin_range

array([1753., 2006., 2009., 2012., 2014., 2015., 2016., 2017., 2019.,
       2020., 2021., 2022., 2025.])

df_5['encoded_price']=price_bin_number
# df_5['price_bins']=bin_range
df_5['encoded_year']=year_bin_number
# df_5['year_bins']=year_bin_number

#description processing pipeline --> key words and TF-IDF
def key_words(text):
    """
    arg: text data

    function: applying lemmatization, NER and other tokenization technique

    return: text tokens
    """
    tokens = word_tokenize(text.lower()) #it lowered but making sure one more time    
    lemma=WordNetLemmatizer()
    key_1 = [lemma.lemmatize(token) for token in tokens]
    
    #get most common words and also key words
    word_counts=Counter(key_1)
    freq_words=word_counts.most_common()
    print(freq_words)
    common_=[word for word,cont in freq_words]
    key_words=key_1
    return key_words,common_

df_5['key_words'],df_5['common_word'] = zip(*df_5['processed_description'].apply(key_words))
df_5['length_title_description']=df_5['processed_title'].str.len()+df_5['processed_description'].str.len()
        

[('go', 4), ('language', 2), ('tutorial', 2), ('teach', 2), ('developer', 2), ('rapidly', 1), ('become', 1), ('preferred', 1), ('building', 1), ('web', 1), ('service', 1), ('plenty', 1), ('available', 1), ('syntax', 1), ('experience', 1), ('programming', 1), ('enough', 1), ('idiom', 1), ('end', 1), ('recreating', 1), ('pattern', 1), ('make', 1), ('sense', 1), ('context', 1), ('practical', 1)]
[('software', 2), ('code', 2), ('make', 2), ('tidying', 1), ('messy', 1), ('mean', 1), ('breaking', 1), ('readable', 1), ('using', 1), ('guard', 1), ('clause', 1), ('helping', 1), ('function', 1), ('understandable', 1), ('practical', 1), ('guide', 1), ('author', 1), ('kent', 1), ('beck', 1), ('creator', 1), ('extreme', 1), ('programming', 1), ('pioneer', 1), ('pattern', 1), ('suggests', 1), ('might', 1), ('apply', 1), ('tidyings', 1)]
[('learning', 3), ('recent', 1), ('series', 1), ('breakthrough', 1), ('deep', 1), ('boosted', 1), ('entire', 1), ('field', 1), ('machine', 1), ('even', 1), ('programmer', 1), ('know', 1), ('close', 1), ('nothing', 1), ('technology', 1), ('use', 1), ('simple', 1), ('efficient', 1), ('tool', 1), ('implement', 1), ('program', 1), ('capable', 1), ('data', 1), ('bestselling', 1), ('book', 1), ('us', 1), ('concrete', 1), ('example', 1), ('minimal', 1), ('theory', 1), ('production', 1), ('ready', 1)]
[('data', 1), ('center', 1), ('many', 1), ('challenge', 1), ('system', 1), ('design', 1), ('today', 1), ('difficult', 1), ('issue', 1), ('need', 1), ('figured', 1), ('scalability', 1), ('consistency', 1), ('reliability', 1), ('efficiency', 1), ('maintainability', 1), ('addition', 1), ('overwhelming', 1), ('variety', 1), ('tool', 1), ('including', 1), ('relational', 1), ('database', 1), ('nosql', 1), ('datastores', 1), ('stream', 1), ('batch', 1), ('processor', 1), ('message', 1), ('broker', 1)]
[('microsoft', 3), ('prepare', 1), ('exam', 1), ('m', 1), ('help', 1), ('demonstrate', 1), ('real', 1), ('world', 1), ('mastery', 1), ('skill', 1), ('knowledge', 1), ('required', 1), ('deploy', 1), ('manage', 1), ('perform', 1), ('tenant', 1), ('level', 1), ('implementation', 1), ('administration', 1), ('cloud', 1), ('hybrid', 1)]
[('exam', 3), ('comptia', 3), ('mike', 2), ('meyers', 2), ('complete', 2), ('coverage', 2), ('network', 2), ('certification', 2), ('date', 1), ('guide', 1), ('delivers', 1), ('every', 1), ('topic', 1), ('version', 1), ('objective', 1), ('inside', 1), ('comprehensive', 1), ('resource', 1), ('created', 1), ('edited', 1), ('leading', 1), ('expert', 1), ('training', 1)]
[('microsoft', 2), ('endpoint', 2), ('prepare', 1), ('exam', 1), ('md', 1), ('help', 1), ('demonstrate', 1), ('real', 1), ('world', 1), ('mastery', 1), ('skill', 1), ('knowledge', 1), ('required', 1), ('deploy', 1), ('manage', 1), ('protect', 1), ('modern', 1), ('scale', 1), ('environment', 1), ('designed', 1), ('administrator', 1)]
[('engineer', 5), ('management', 2), ('path', 2), ('year', 1), ('company', 1), ('rewarded', 1), ('effective', 1), ('position', 1), ('treating', 1), ('default', 1), ('leadership', 1), ('ability', 1), ('serve', 1), ('industry', 1), ('staff', 1), ('allows', 1), ('contribute', 1), ('high', 1), ('level', 1), ('role', 1), ('model', 1), ('driving', 1), ('big', 1), ('project', 1)]
[('web', 3), ('page', 3), ('build', 2), ('want', 1), ('prior', 1), ('experience', 1), ('friendly', 1), ('guide', 1), ('perfect', 1), ('place', 1), ('start', 1), ('begin', 1), ('square', 1), ('learning', 1), ('work', 1), ('steadily', 1), ('end', 1), ('book', 1), ('skill', 1), ('create', 1), ('simple', 1), ('site', 1), ('multicolumn', 1), ('adapt', 1), ('mobile', 1), ('device', 1)]
[('data', 5), ('architecture', 2), ('fabric', 1), ('lakehouse', 1), ('mesh', 1), ('recently', 1), ('appeared', 1), ('viable', 1), ('alternative', 1), ('modern', 1), ('warehouse', 1), ('new', 1), ('solid', 1), ('benefit', 1), ('surrounded', 1), ('lot', 1), ('hyperbole', 1), ('confusion', 1), ('practical', 1), ('book', 1), ('provides', 1), ('guided', 1), ('tour', 1), ('help', 1), ('professional', 1), ('understand', 1), ('pro', 1)]
[('data', 2), ('engineering', 1), ('grown', 1), ('rapidly', 1), ('past', 1), ('decade', 1), ('leaving', 1), ('many', 1), ('software', 1), ('engineer', 1), ('scientist', 1), ('analyst', 1), ('looking', 1), ('comprehensive', 1), ('view', 1), ('practice', 1), ('practical', 1), ('book', 1), ('learn', 1), ('plan', 1), ('build', 1), ('system', 1), ('serve', 1), ('need', 1), ('organization', 1), ('customer', 1), ('evaluating', 1), ('best', 1), ('technology', 1), ('available', 1)]
[('serverless', 2), ('want', 2), ('adoption', 1), ('rise', 1), ('little', 1), ('guidance', 1), ('available', 1), ('development', 1), ('team', 1), ('apply', 1), ('technology', 1), ('aws', 1), ('definitive', 1), ('guide', 1), ('packed', 1), ('architectural', 1), ('security', 1), ('data', 1), ('best', 1), ('practice', 1), ('pattern', 1), ('architect', 1), ('engineer', 1), ('build', 1), ('reliable', 1), ('enterprise', 1), ('scale', 1)]
[('python', 3), ('language', 2), ('waste', 1), ('time', 1), ('bending', 1), ('fit', 1), ('pattern', 1), ('learned', 1), ('simplicity', 1), ('let', 1), ('become', 1), ('productive', 1), ('quickly', 1), ('often', 1), ('mean', 1), ('using', 1), ('everything', 1), ('offer', 1), ('updated', 1), ('edition', 1), ('hand', 1), ('guide', 1), ('learn', 1), ('write', 1), ('effective', 1), ('modern', 1), ('code', 1), ('leveraging', 1), ('best', 1)]
[('best', 2), ('guide', 2), ('question', 1), ('net', 1), ('selling', 1), ('answer', 1), ('need', 1), ('language', 1), ('unusual', 1), ('flexibility', 1), ('breadth', 1), ('continual', 1), ('growth', 1), ('always', 1), ('learn', 1), ('tradition', 1), ('reilly', 1), ('nutshell', 1), ('thoroughly', 1), ('updated', 1), ('edition', 1), ('simply', 1), ('volume', 1), ('reference', 1)]
[('generative', 3), ('learning', 2), ('ai', 1), ('hottest', 1), ('topic', 1), ('tech', 1), ('practical', 1), ('book', 1), ('teach', 1), ('machine', 1), ('engineer', 1), ('data', 1), ('scientist', 1), ('use', 1), ('tensorflow', 1), ('kera', 1), ('create', 1), ('impressive', 1), ('deep', 1), ('model', 1), ('scratch', 1), ('including', 1), ('variational', 1), ('autoencoders', 1), ('vaes', 1), ('adversarial', 1), ('network', 1), ('gans', 1), ('transformer', 1), ('normalizing', 1), ('flow', 1), ('energy', 1), ('based', 1)]
[('business', 3), ('software', 2), ('domain', 2), ('building', 1), ('harder', 1), ('developer', 1), ('chase', 1), ('changing', 1), ('technological', 1), ('trend', 1), ('need', 1), ('understand', 1), ('behind', 1), ('practical', 1), ('book', 1), ('provides', 1), ('set', 1), ('core', 1), ('pattern', 1), ('principle', 1), ('practice', 1), ('analyzing', 1), ('understanding', 1), ('strategy', 1)]
[('python', 2), ('panda', 2), ('definitive', 1), ('handbook', 1), ('manipulating', 1), ('processing', 1), ('cleaning', 1), ('crunching', 1), ('datasets', 1), ('updated', 1), ('third', 1), ('edition', 1), ('hand', 1), ('guide', 1), ('packed', 1), ('practical', 1), ('case', 1), ('study', 1), ('show', 1), ('solve', 1), ('broad', 1), ('set', 1), ('data', 1), ('analysis', 1), ('problem', 1), ('effectively', 1), ('learn', 1), ('latest', 1), ('version', 1)]
[('design', 3), ('good', 2), ('software', 2), ('overview', 2), ('essential', 1), ('success', 1), ('project', 1), ('designing', 1), ('hard', 1), ('need', 1), ('deep', 1), ('understanding', 1), ('consequence', 1), ('decision', 1), ('available', 1), ('alternative', 1), ('book', 1), ('experienced', 1), ('developer', 1), ('thorough', 1), ('practical', 1), ('unparalleled', 1)]
[('data', 2), ('organization', 1), ('today', 1), ('often', 1), ('struggle', 1), ('balance', 1), ('business', 1), ('requirement', 1), ('increasing', 1), ('volume', 1), ('additionally', 1), ('demand', 1), ('leveraging', 1), ('large', 1), ('scale', 1), ('real', 1), ('time', 1), ('growing', 1), ('rapidly', 1), ('among', 1), ('competitive', 1), ('digital', 1), ('industry', 1), ('conventional', 1), ('system', 1), ('architecture', 1), ('task', 1), ('practical', 1), ('guide', 1), ('learn', 1)]
[('cloud', 3), ('finops', 2), ('spend', 2), ('brings', 1), ('financial', 1), ('accountability', 1), ('variable', 1), ('model', 1), ('used', 1), ('majority', 1), ('global', 1), ('enterprise', 1), ('management', 1), ('practice', 1), ('grown', 1), ('fringe', 1), ('activity', 1), ('de', 1), ('facto', 1), ('discipline', 1), ('managing', 1), ('book', 1), ('author', 1), ('storment', 1), ('mike', 1), ('fuller', 1), ('outline', 1), ('process', 1), ('building', 1), ('culture', 1)]
[('psychology', 2), ('user', 2), ('design', 2), ('understanding', 1), ('specifically', 1), ('behind', 1), ('behave', 1), ('interact', 1), ('digital', 1), ('interface', 1), ('perhaps', 1), ('single', 1), ('valuable', 1), ('nondesign', 1), ('skill', 1), ('designer', 1), ('elegant', 1), ('fail', 1), ('force', 1), ('conform', 1), ('instead', 1), ('working', 1), ('within', 1), ('blueprint', 1), ('human', 1), ('perceive', 1), ('process', 1)]
[('database', 3), ('guide', 2), ('come', 1), ('choosing', 1), ('using', 1), ('maintaining', 1), ('understanding', 1), ('internals', 1), ('essential', 1), ('many', 1), ('distributed', 1), ('tool', 1), ('available', 1), ('today', 1), ('often', 1), ('difficult', 1), ('understand', 1), ('offer', 1), ('differ', 1), ('practical', 1), ('alex', 1), ('petrov', 1), ('developer', 1), ('concept', 1), ('behind', 1), ('modern', 1)]
[('system', 4), ('programming', 3), ('language', 2), ('control', 2), ('provides', 1), ('foundation', 1), ('world', 1), ('computation', 1), ('writing', 1), ('performance', 1), ('sensitive', 1), ('code', 1), ('requires', 1), ('put', 1), ('programmer', 1), ('memory', 1), ('processor', 1), ('time', 1), ('resource', 1), ('used', 1), ('rust', 1), ('combine', 1), ('modern', 1), ('type', 1), ('catch', 1), ('broad', 1)]
[('typescript', 3), ('javascript', 2), ('use', 2), ('typed', 1), ('superset', 1), ('potential', 1), ('solve', 1), ('many', 1), ('headache', 1), ('famous', 1), ('learning', 1), ('curve', 1), ('understanding', 1), ('effectively', 1), ('take', 1), ('time', 1), ('book', 1), ('guide', 1), ('specific', 1), ('way', 1), ('improve', 1), ('author', 1), ('dan', 1), ('vanderkam', 1)]
[('javascript', 3), ('new', 2), ('web', 1), ('developer', 1), ('programmer', 1), ('interested', 1), ('using', 1), ('bestselling', 1), ('book', 1), ('provides', 1), ('comprehensive', 1), ('material', 1), ('market', 1), ('seventh', 1), ('edition', 1), ('represents', 1), ('significant', 1), ('update', 1), ('information', 1), ('ecmascript', 1), ('chapter', 1), ('language', 1), ('specific', 1), ('feature', 1), ('definitive', 1), ('guide', 1)]
[('typescript', 3), ('world', 3), ('conquered', 1), ('javascript', 1), ('identified', 1), ('developer', 1), ('survey', 1), ('fastest', 1), ('growing', 1), ('popular', 1), ('language', 1), ('widely', 1), ('used', 1), ('consumer', 1), ('business', 1), ('company', 1), ('across', 1), ('frequently', 1), ('credited', 1), ('helping', 1), ('massive', 1), ('web', 1), ('application', 1), ('scale', 1), ('exactly', 1)]
[('data', 4), ('application', 2), ('message', 2), ('every', 1), ('enterprise', 1), ('creates', 1), ('whether', 1), ('consists', 1), ('log', 1), ('metric', 1), ('user', 1), ('activity', 1), ('outgoing', 1), ('moving', 1), ('important', 1), ('updated', 1), ('edition', 1), ('architect', 1), ('developer', 1), ('production', 1), ('engineer', 1), ('new', 1), ('kafka', 1), ('streaming', 1), ('platform', 1), ('learn', 1), ('handle', 1)]
[('data', 5), ('management', 1), ('continues', 1), ('evolve', 1), ('rapidly', 1), ('managing', 1), ('central', 1), ('place', 1), ('warehouse', 1), ('longer', 1), ('scalable', 1), ('today', 1), ('world', 1), ('quickly', 1), ('turning', 1), ('value', 1), ('requires', 1), ('paradigm', 1), ('shift', 1), ('way', 1), ('federate', 1), ('responsibility', 1), ('manage', 1), ('make', 1), ('available', 1), ('others', 1), ('practical', 1), ('book', 1)]
[('data', 3), ('python', 2), ('science', 2), ('first', 1), ('class', 1), ('tool', 1), ('many', 1), ('researcher', 1), ('primarily', 1), ('library', 1), ('storing', 1), ('manipulating', 1), ('gaining', 1), ('insight', 1), ('several', 1), ('resource', 1), ('exist', 1), ('individual', 1), ('piece', 1), ('stack', 1), ('new', 1), ('edition', 1), ('handbook', 1), ('ipython', 1), ('numpy', 1), ('panda', 1), ('matplotlib', 1)]
[('processing', 4), ('programming', 2), ('opened', 1), ('world', 1), ('artist', 1), ('designer', 1), ('educator', 1), ('beginner', 1), ('short', 1), ('book', 1), ('gently', 1), ('introduces', 1), ('core', 1), ('concept', 1), ('computer', 1), ('working', 1), ('written', 1), ('co', 1), ('founder', 1), ('project', 1), ('reas', 1), ('fry', 1), ('getting', 1), ('started', 1), ('show', 1), ('easy', 1), ('make', 1), ('software', 1)]
[('java', 2), ('programming', 2), ('oop', 2), ('problem', 2), ('fp', 2), ('developer', 1), ('usually', 1), ('tackle', 1), ('complexity', 1), ('software', 1), ('development', 1), ('object', 1), ('oriented', 1), ('every', 1), ('good', 1), ('match', 1), ('functional', 1), ('paradigm', 1), ('offer', 1), ('another', 1), ('approach', 1), ('solving', 1), ('provides', 1), ('easy', 1), ('grasp', 1), ('tool', 1), ('lambda', 1), ('expression', 1), ('stream', 1)]
[('java', 3), ('ideal', 1), ('working', 1), ('programmer', 1), ('new', 1), ('best', 1), ('selling', 1), ('book', 1), ('guide', 1), ('language', 1), ('feature', 1), ('apis', 1), ('fun', 1), ('compelling', 1), ('realistic', 1), ('example', 1), ('author', 1), ('marc', 1), ('loy', 1), ('patrick', 1), ('niemeyer', 1), ('dan', 1), ('leuck', 1), ('introduce', 1), ('fundamental', 1), ('including', 1), ('class', 1), ('library', 1), ('programming', 1), ('technique', 1), ('idiom', 1), ('eye', 1)]
[('architecture', 3), ('easy', 1), ('decision', 1), ('software', 1), ('instead', 1), ('many', 1), ('hard', 1), ('part', 1), ('difficult', 1), ('problem', 1), ('issue', 1), ('best', 1), ('practice', 1), ('force', 1), ('choose', 1), ('among', 1), ('various', 1), ('compromise', 1), ('book', 1), ('learn', 1), ('think', 1), ('critically', 1), ('trade', 1), ('offs', 1), ('involved', 1), ('distributed', 1), ('veteran', 1), ('practicing', 1)]
[('pattern', 3), ('python', 2), ('design', 2), ('architecture', 2), ('driven', 2), ('continues', 1), ('grow', 1), ('popularity', 1), ('project', 1), ('becoming', 1), ('larger', 1), ('complex', 1), ('many', 1), ('developer', 1), ('taking', 1), ('interest', 1), ('high', 1), ('level', 1), ('software', 1), ('hexagonal', 1), ('clean', 1), ('event', 1), ('strategic', 1), ('prescribed', 1), ('domain', 1), ('dd', 1), ('translating', 1)]
[('data', 5), ('science', 3), ('business', 2), ('written', 1), ('renowned', 1), ('expert', 1), ('foster', 1), ('provost', 1), ('tom', 1), ('fawcett', 1), ('introduces', 1), ('fundamental', 1), ('principle', 1), ('walk', 1), ('analytic', 1), ('thinking', 1), ('necessary', 1), ('extracting', 1), ('useful', 1), ('knowledge', 1), ('value', 1), ('collect', 1), ('guide', 1), ('help', 1), ('understand', 1), ('many', 1)]
[('greatly', 1), ('expanded', 1), ('new', 1), ('edition', 1), ('offer', 1), ('comprehensive', 1), ('introduction', 1), ('randomization', 1), ('probabilistic', 1), ('technique', 1), ('modern', 1), ('computer', 1), ('science', 1)]
[('python', 3), ('learn', 2), ('book', 1), ('want', 1), ('language', 1), ('without', 1), ('slogging', 1), ('way', 1), ('manual', 1), ('head', 1), ('first', 1), ('quickly', 1), ('grasp', 1), ('fundamental', 1), ('working', 1), ('built', 1), ('data', 1), ('structure', 1), ('function', 1), ('build', 1), ('web', 1), ('app', 1), ('ready', 1), ('prime', 1), ('time', 1), ('run', 1), ('cloud', 1)]
[('typescript', 4), ('developer', 2), ('important', 1), ('tool', 1), ('javascript', 1), ('still', 1), ('even', 1), ('experienced', 1), ('wonder', 1), ('compiler', 1), ('throwing', 1), ('squiggly', 1), ('red', 1), ('line', 1), ('enter', 1), ('cookbook', 1), ('practical', 1), ('guide', 1), ('author', 1), ('stefan', 1), ('baumgartner', 1), ('provides', 1), ('senior', 1), ('engineer', 1), ('solution', 1), ('everyday', 1), ('problem', 1)]
[('quick', 2), ('guide', 2), ('know', 2), ('looking', 1), ('answer', 1), ('using', 1), ('tightly', 1), ('focused', 1), ('practical', 1), ('tell', 1), ('exactly', 1), ('need', 1), ('without', 1), ('long', 1), ('intro', 1), ('bloated', 1), ('sample', 1), ('succinct', 1), ('easy', 1), ('browse', 1), ('pocket', 1), ('reference', 1), ('ideal', 1), ('source', 1), ('information', 1), ('java', 1), ('earlier', 1), ('version', 1), ('help', 1), ('rapidly', 1)]
[('computer', 2), ('using', 2), ('publisher', 2), ('staring', 1), ('screen', 1), ('idea', 1), ('worry', 1), ('help', 1), ('written', 1), ('best', 1), ('selling', 1), ('technology', 1), ('author', 1), ('lecturer', 1), ('trainer', 1), ('kevin', 1), ('wilson', 1), ('packed', 1), ('easy', 1), ('follow', 1), ('instruction', 1), ('photo', 1), ('illustration', 1), ('helpful', 1), ('tip', 1), ('video', 1), ('demo', 1)]
[('library', 2), ('structure', 2), ('rust', 1), ('programming', 1), ('language', 1), ('extremely', 1), ('suited', 1), ('concurrency', 1), ('ecosystem', 1), ('many', 1), ('include', 1), ('lot', 1), ('concurrent', 1), ('data', 1), ('lock', 1), ('implementing', 1), ('correctly', 1), ('difficult', 1), ('even', 1), ('used', 1), ('memory', 1), ('ordering', 1), ('bug', 1), ('uncommon', 1), ('practical', 1), ('book', 1)]
[('system', 2), ('organization', 1), ('shift', 1), ('monolithic', 1), ('application', 1), ('smaller', 1), ('self', 1), ('contained', 1), ('microservices', 1), ('distributed', 1), ('become', 1), ('fine', 1), ('grained', 1), ('developing', 1), ('new', 1), ('brings', 1), ('host', 1), ('problem', 1), ('expanded', 1), ('second', 1), ('edition', 1), ('take', 1), ('holistic', 1), ('view', 1), ('topic', 1), ('need', 1), ('consider', 1), ('building', 1), ('managing', 1), ('scaling', 1)]
[('java', 4), ('learn', 2), ('book', 2), ('head', 1), ('first', 1), ('complete', 1), ('learning', 1), ('experience', 1), ('object', 1), ('oriented', 1), ('programming', 1), ('language', 1), ('unique', 1), ('method', 1), ('go', 1), ('beyond', 1), ('manual', 1), ('help', 1), ('become', 1), ('programmer', 1), ('puzzle', 1), ('mystery', 1), ('soul', 1), ('searching', 1), ('interview', 1), ('famous', 1)]
[('excel', 2), ('remains', 1), ('ubiquitous', 1), ('business', 1), ('world', 1), ('recent', 1), ('microsoft', 1), ('feedback', 1), ('forum', 1), ('full', 1), ('request', 1), ('include', 1), ('python', 1), ('scripting', 1), ('language', 1), ('fact', 1), ('top', 1), ('feature', 1), ('requested', 1), ('make', 1), ('combination', 1), ('compelling', 1), ('hand', 1), ('guide', 1), ('felix', 1), ('zumstein', 1), ('creator', 1), ('xlwings', 1), ('popular', 1), ('open', 1), ('source', 1), ('package', 1), ('automating', 1)]
[('design', 3), ('pattern', 2), ('learn', 1), ('book', 1), ('know', 1), ('want', 1), ('reinvent', 1), ('wheel', 1), ('look', 1), ('lesson', 1), ('learned', 1), ('faced', 1), ('software', 1), ('problem', 1), ('take', 1), ('advantage', 1), ('best', 1), ('practice', 1), ('experience', 1), ('others', 1), ('spend', 1), ('time', 1), ('something', 1), ('challenging', 1)]
[('monolithic', 2), ('system', 2), ('microservice', 2), ('architecture', 2), ('detangle', 1), ('migrate', 1), ('maintaining', 1), ('business', 1), ('usual', 1), ('companion', 1), ('sam', 1), ('newman', 1), ('extremely', 1), ('popular', 1), ('building', 1), ('microservices', 1), ('new', 1), ('book', 1), ('detail', 1), ('proven', 1), ('method', 1), ('transitioning', 1), ('existing', 1), ('many', 1)]
[('extensively', 1), ('updated', 1), ('expanded', 1), ('version', 1), ('best', 1), ('selling', 1), ('first', 1), ('edition', 1), ('cover', 1), ('recent', 1), ('advanced', 1), ('feature', 1), ('haskell', 1)]
[('data', 4), ('science', 4), ('library', 1), ('framework', 1), ('module', 1), ('toolkits', 1), ('good', 1), ('way', 1), ('dive', 1), ('discipline', 1), ('without', 1), ('actually', 1), ('understanding', 1), ('updated', 1), ('second', 1), ('edition', 1), ('learn', 1), ('many', 1), ('fundamental', 1), ('tool', 1), ('algorithm', 1), ('work', 1), ('implementing', 1), ('scratch', 1)]
[('python', 2), ('easy', 1), ('understand', 1), ('fun', 1), ('updated', 1), ('edition', 1), ('introducing', 1), ('ideal', 1), ('beginning', 1), ('programmer', 1), ('new', 1), ('language', 1), ('author', 1), ('bill', 1), ('lubanovic', 1), ('take', 1), ('basic', 1), ('involved', 1), ('varied', 1), ('topic', 1), ('mixing', 1), ('tutorial', 1), ('cookbook', 1), ('style', 1), ('code', 1), ('recipe', 1), ('explain', 1), ('concept', 1), ('end', 1), ('chapter', 1), ('exercise', 1)]
[('cs', 2), ('web', 1), ('designer', 1), ('app', 1), ('developer', 1), ('interested', 1), ('sophisticated', 1), ('page', 1), ('styling', 1), ('improved', 1), ('accessibility', 1), ('le', 1), ('time', 1), ('effort', 1), ('expended', 1), ('book', 1), ('revised', 1), ('fifth', 1), ('edition', 1), ('provides', 1), ('comprehensive', 1), ('guide', 1), ('implementation', 1), ('along', 1), ('thorough', 1), ('review', 1), ('latest', 1), ('specification', 1), ('author', 1), ('eric', 1), ('meyer', 1), ('estelle', 1), ('weyl', 1)]
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df_5.head()

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building ...	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, bui...	[go, language, tutorial, teach, developer, rap...	256
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code mak...	42.99	NaN	1	1	1	11	[tidying, messy, software, mean, breaking, cod...	[software, code, make, tidying, messy, mean, b...	247
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn ke...	recent series breakthroughs deep learning boos...	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning,...	[learning, recent, series, breakthrough, deep,...	330
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design toda...	67.99	NaN	0	1	3	6	[data, center, many, challenge, system, design...	[data, center, many, challenge, system, design...	301
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate rea...	53.86	NaN	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrat...	[microsoft, prepare, exam, m, help, demonstrat...	220

## get the total days from the year - keep a reference date

Step 6: Outliers

#finding outliers present in the data using various plots and IQR method

def get_numeric_column_list(dataframe):
    col_list=dataframe.select_dtypes(include=['int64','float64']).columns.to_list()
    return col_list

df_5_num=get_numeric_column_list(df_5)

df_5_num

['pub_year',
 'year_of_sale',
 'num_of_author',
 'updated_price',
 'encoded_price',
 'encoded_year',
 'length_title_description']

def get_cat_column_list(dataframe):
    col_list=dataframe.select_dtypes(include=['category','object']).columns.to_list()
    return col_list

df_5_cat=get_cat_column_list(df_5)

df_5_cat

['publisher',
 'processed_title',
 'processed_description',
 'edition',
 'key_words',
 'common_word']

#skewness and kurtosis

def get_skew(dataframe):
    return(dataframe[df_5_num].skew())

def get_kurtosis(dataframe):
    return(dataframe[df_5_num].kurtosis())

## need to write about the method and why we did it

print(get_skew(df_5))
print("="*50+'\n')
print(get_kurtosis(df_5))

pub_year                    -7.808205
year_of_sale               -13.936303
num_of_author                3.818639
updated_price                4.790512
encoded_price                0.164453
encoded_year                 0.074813
length_title_description    -0.949223
dtype: float64
==================================================

pub_year                     61.051632
year_of_sale                502.802417
num_of_author                53.046460
updated_price                75.308757
encoded_price                -1.219940
encoded_year                 -1.176322
length_title_description      0.430847
dtype: float64

#IQR method
#first simple method of understanding the data distributuin using quantile


df_5.quantile(np.arange(.1,1.1,.1),axis=0).T #plotting for all the 10percentile of the values

	0.1	0.2	0.3	0.4	0.5	0.6	0.7	0.8	0.9	1.0
pub_year	2007.00	2011.00	2013.00	2015.00	2016.00	2018.00	2019.0	2021.00	2022.000	2025.00
year_of_sale	2007.00	2011.00	2013.00	2015.00	2016.00	2018.00	2019.0	2021.00	2022.000	2025.00
num_of_author	1.00	1.00	1.00	1.00	2.00	2.00	3.0	3.00	4.000	59.00
updated_price	35.15	45.99	53.86	63.82	72.64	72.64	83.3	117.31	172.784	2353.37
affordability	0.00	0.00	0.00	0.00	0.00	0.00	1.0	1.00	1.000	2.00
availability_1	1.00	1.00	1.00	1.00	1.00	1.00	1.0	1.00	1.000	1.00
encoded_price	0.00	1.00	2.00	3.00	3.00	3.00	5.0	6.00	7.000	7.00
encoded_year	1.00	2.00	3.00	4.00	5.00	7.00	7.0	9.00	10.000	11.00
length_title_description	43.00	177.00	198.00	210.00	220.00	231.00	246.0	267.00	295.000	489.00

#write clear understanding of outliers using this table--> your interpretation

#IQR method

out={}
for col in df_5_num:
    q1=df_5[col].quantile(.25).round(2)
    q2=df_5[col].median()
    q3=df_5[col].quantile(.75).round(2)
    iqr=(q3-q1).round(2)
    lw=(q1-(1.5*iqr)).round(2)
    uw=(q1+(1.5*iqr)).round(2)
    
    out[col]={"IQR":iqr,"Lower_whisker":lw,"quater1":q1,"mid":q2,"quater3":q3,"upper_whisker":uw}

for i,j in out.items():
    print(i,"\n")
    for ii,jj in j.items():
        print("{} : {}".format(ii,jj))
    print()
    print("="*50)

pub_year 

IQR : 8.0
Lower_whisker : 2000.0
quater1 : 2012.0
mid : 2016.0
quater3 : 2020.0
upper_whisker : 2024.0

==================================================
year_of_sale 

IQR : 8.0
Lower_whisker : 2000.0
quater1 : 2012.0
mid : 2016.0
quater3 : 2020.0
upper_whisker : 2024.0

==================================================
num_of_author 

IQR : 2.0
Lower_whisker : -2.0
quater1 : 1.0
mid : 2.0
quater3 : 3.0
upper_whisker : 4.0

==================================================
updated_price 

IQR : 44.45
Lower_whisker : -16.69
quater1 : 49.99
mid : 72.64
quater3 : 94.44
upper_whisker : 116.67

==================================================
encoded_price 

IQR : 4.0
Lower_whisker : -5.0
quater1 : 1.0
mid : 3.0
quater3 : 5.0
upper_whisker : 7.0

==================================================
encoded_year 

IQR : 6.0
Lower_whisker : -7.0
quater1 : 2.0
mid : 5.0
quater3 : 8.0
upper_whisker : 11.0

==================================================
length_title_description 

IQR : 66.0
Lower_whisker : 91.0
quater1 : 190.0
mid : 220.0
quater3 : 256.0
upper_whisker : 289.0

==================================================

#calculated the IQR and varified the values of quantile using the formula

plt.figure(figsize=(16,8))

df_5[df_5_num].boxplot()
plt.xlabel("numeric_columns")
plt.ylabel("distribution")
plt.tight_layout() 
plt.show()

#getting you the box plot

def box_plot(dataframe):
    for col in df_5_num:
        plt.figure(figsize=(6, 8))
        plt.boxplot(dataframe[col].dropna())  
        plt.xlabel('{}'.format(col))
        plt.ylabel('Frequency')
        plt.grid(True)
        plt.show()

box_plot(df_5)

sns.pairplot(df_5[df_5_num[:4]],diag_kind='kde')
plt.tight_layout()
plt.show()

sns.pairplot(df_5[df_5_num[4:6]],diag_kind='kde')
plt.tight_layout()
plt.show()

sns.pairplot(df_5[df_5_num[6:]])
plt.tight_layout()
plt.show()

df_5.hist(figsize=(15,9),bins=10)
# plt.figure(figsize=(15,8))
plt.show()

Step 7: Handling_outliers

#flooring and cap method 

df_6=df_5.copy()

out

{'pub_year': {'IQR': 8.0,
  'Lower_whisker': 2000.0,
  'quater1': 2012.0,
  'mid': 2016.0,
  'quater3': 2020.0,
  'upper_whisker': 2024.0},
 'year_of_sale': {'IQR': 8.0,
  'Lower_whisker': 2000.0,
  'quater1': 2012.0,
  'mid': 2016.0,
  'quater3': 2020.0,
  'upper_whisker': 2024.0},
 'num_of_author': {'IQR': 2.0,
  'Lower_whisker': -2.0,
  'quater1': 1.0,
  'mid': 2.0,
  'quater3': 3.0,
  'upper_whisker': 4.0},
 'updated_price': {'IQR': 44.45,
  'Lower_whisker': -16.69,
  'quater1': 49.99,
  'mid': 72.64,
  'quater3': 94.44,
  'upper_whisker': 116.67},
 'encoded_price': {'IQR': 4.0,
  'Lower_whisker': -5.0,
  'quater1': 1.0,
  'mid': 3.0,
  'quater3': 5.0,
  'upper_whisker': 7.0},
 'encoded_year': {'IQR': 6.0,
  'Lower_whisker': -7.0,
  'quater1': 2.0,
  'mid': 5.0,
  'quater3': 8.0,
  'upper_whisker': 11.0},
 'length_title_description': {'IQR': 66.0,
  'Lower_whisker': 91.0,
  'quater1': 190.0,
  'mid': 220.0,
  'quater3': 256.0,
  'upper_whisker': 289.0}}

def fol_cap(dataframe):
#     print(dataframe)
    for col in df_5_num:
        print(col)
        dataframe[col]=np.where(dataframe[col]<out[col]['Lower_whisker'],out[col]['Lower_whisker'],dataframe[col])
        dataframe[col]=np.where(dataframe[col]>out[col]['upper_whisker'],out[col]['upper_whisker'],dataframe[col])

fol_cap(df_6)

pub_year
year_of_sale
num_of_author
updated_price
encoded_price
encoded_year
length_title_description

df_6.hist(figsize=(15,9),bins=10)
# plt.figure(figsize=(15,8))
plt.show()

box_plot(df_6)

print(get_skew(df_6))
print("="*50+'\n')
print(get_kurtosis(df_6))

pub_year                   -0.782460
year_of_sale               -0.684993
num_of_author               0.659085
updated_price               0.095980
encoded_price               0.164453
encoded_year                0.074813
length_title_description   -0.773126
dtype: float64
==================================================

pub_year                    0.007597
year_of_sale               -0.094856
num_of_author              -0.998686
updated_price              -0.834049
encoded_price              -1.219940
encoded_year               -1.176322
length_title_description   -0.248143
dtype: float64

#write analysis for the floor and cap method --> df_6

trim

#littel tricky one, but we can handle one by one slowly

df_7=df_5.copy()

df_7.shape

(30828, 16)

df_7=df_7[(df_7.pub_year>out['pub_year']['Lower_whisker']) & (df_7.pub_year<out['pub_year']['upper_whisker'])]

df_7.shape

(29625, 16)

df_7=df_7[(df_7.num_of_author>out['num_of_author']['Lower_whisker']) & (df_7.num_of_author<out['num_of_author']['upper_whisker'])]

df_7.shape

(24613, 16)

df_7=df_7[(df_7.updated_price>out['updated_price']['Lower_whisker']) & (df_7.updated_price<out['updated_price']['upper_whisker'])]

df_7.shape

(20422, 16)

df_7=df_7[(df_7.length_title_description>out['length_title_description']['Lower_whisker']) & (df_7.length_title_description<out['length_title_description']['upper_whisker'])]

df_7.shape

(14001, 16)

#we didn't use the  'encoded_price', 'encoded_year' as it is already trimmed properly

#16913 data is trimmed with 54%

df_7.hist(figsize=(15,9),bins=10)
# plt.figure(figsize=(15,8))
plt.show()

box_plot(df_7)

print(get_skew(df_7))
print("="*50+'\n')
print(get_kurtosis(df_6))

pub_year                   -0.478955
year_of_sale               -0.447083
num_of_author               0.781693
updated_price              -0.270124
encoded_price               0.133706
encoded_year                0.227116
length_title_description   -0.290060
dtype: float64
==================================================

pub_year                    0.007597
year_of_sale               -0.094856
num_of_author              -0.998686
updated_price              -0.834049
encoded_price              -1.219940
encoded_year               -1.176322
length_title_description   -0.248143
dtype: float64

log transform

df_8=df_5.copy()

df_8.describe()

	pub_year	year_of_sale	num_of_author	updated_price	affordability	availability_1	encoded_price	encoded_year	length_title_description
count	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000
mean	2011.657325	2015.326943	2.219476	87.497879	0.425684	0.992053	3.352504	5.180161	207.098579
std	31.568664	7.026616	1.715774	69.133299	0.550518	0.088794	2.297400	3.368124	80.955214
min	1753.000000	1753.000000	1.000000	0.000000	0.000000	0.000000	0.000000	0.000000	9.000000
25%	2012.000000	2012.000000	1.000000	49.990000	0.000000	1.000000	1.000000	2.000000	190.000000
50%	2016.000000	2016.000000	2.000000	72.640000	0.000000	1.000000	3.000000	5.000000	220.000000
75%	2020.000000	2020.000000	3.000000	94.440000	1.000000	1.000000	5.000000	8.000000	256.000000
max	2025.000000	2025.000000	59.000000	2353.370000	2.000000	1.000000	7.000000	11.000000	489.000000

def log_(dataframe):
    for col in df_5_num:
        dataframe[col] = dataframe[col].map(lambda i: np.log(i) if i>0 else 0)

log_(df_8)

df_8.describe()

	pub_year	year_of_sale	num_of_author	updated_price	affordability	availability_1	encoded_price	encoded_year	length_title_description
count	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000	30828.000000
mean	7.606580	7.608530	0.589006	4.253041	0.425684	0.992053	1.018482	1.401758	5.173174
std	0.016747	0.003581	0.613654	0.683522	0.550518	0.088794	0.715690	0.800651	0.699479
min	7.469084	7.469084	0.000000	-0.010050	0.000000	0.000000	0.000000	0.000000	2.197225
25%	7.606885	7.606885	0.000000	3.911823	0.000000	1.000000	0.000000	0.693147	5.247024
50%	7.608871	7.608871	0.693147	4.285516	0.000000	1.000000	1.098612	1.609438	5.393628
75%	7.610853	7.610853	1.098612	4.547965	1.000000	1.000000	1.609438	2.079442	5.545177
max	7.613325	7.613325	4.077537	7.763604	2.000000	1.000000	1.945910	2.397895	6.192362

df_8.hist(figsize=(15,9),bins=10)
# plt.figure(figsize=(15,8))
plt.show()

box_plot(df_8)

print(get_skew(df_8))
print("="*50+'\n')
print(get_kurtosis(df_6))

pub_year                    -7.856923
year_of_sale               -15.726050
num_of_author                0.620608
updated_price               -0.898021
encoded_price               -0.275110
encoded_year                -0.595447
length_title_description    -1.956265
dtype: float64
==================================================

pub_year                    0.007597
year_of_sale               -0.094856
num_of_author              -0.998686
updated_price              -0.834049
encoded_price              -1.219940
encoded_year               -1.176322
length_title_description   -0.248143
dtype: float64

#in report we need to discuss the results properly  with a nice table

df_5['key'] = df_5['key_words'].apply(lambda x: ' '.join(x))

df_5.head()

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building ...	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, bui...	[go, language, tutorial, teach, developer, rap...	256	go rapidly become preferred language building ...
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code mak...	42.99	NaN	1	1	1	11	[tidying, messy, software, mean, breaking, cod...	[software, code, make, tidying, messy, mean, b...	247	tidying messy software mean breaking code make...
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn ke...	recent series breakthroughs deep learning boos...	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning,...	[learning, recent, series, breakthrough, deep,...	330	recent series breakthrough deep learning boost...
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design toda...	67.99	NaN	0	1	3	6	[data, center, many, challenge, system, design...	[data, center, many, challenge, system, design...	301	data center many challenge system design today...
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate rea...	53.86	NaN	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrat...	[microsoft, prepare, exam, m, help, demonstrat...	220	prepare microsoft exam m help demonstrate real...

prasantha

# Handle missing values in 'price' by filling with the mean
df_5['updated_price'].fillna(df_5['updated_price'].mean(), inplace=True)

# Fill missing 'pub_year' values with the mode (most common value)
pub_year_mode = df['pub_year'].mode()[0]  # Get the most common publication year
df_5['pub_year'].fillna(pub_year_mode, inplace=True)

# Select 'price' and 'pub_year' for clustering
df_cluster = df_5[['updated_price', 'pub_year']]

# Scale the data
scaler = StandardScaler()
df_cluster_scaled = scaler.fit_transform(df_cluster)

# Elbow Method to determine the optimal number of clusters
wcss = []
for i in range(1, 11):
    kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42)
    kmeans.fit(df_cluster_scaled)
    wcss.append(kmeans.inertia_)

# Plot the Elbow Curve
plt.figure(figsize=(10, 6))
plt.plot(range(1, 11), wcss)
plt.title('Elbow Method')
plt.xlabel('Number of clusters')
plt.ylabel('WCSS')
plt.show()

optimal_clusters = 3 

# Apply KMeans with the chosen number of clusters
kmeans = KMeans(n_clusters=optimal_clusters, init='k-means++', random_state=42)
kmeans_clusters = kmeans.fit_predict(df_cluster_scaled)

# Silhouette Score for KMeans
silhouette_avg = silhouette_score(df_cluster_scaled, kmeans_clusters)
print(f'Silhouette Score for K-Means with {optimal_clusters} clusters:', silhouette_avg)

Silhouette Score for K-Means with 3 clusters: 0.7382138560948529

# Apply DBSCAN clustering
dbscan = DBSCAN(eps=0.5, min_samples=5)
dbscan_clusters = dbscan.fit_predict(df_cluster_scaled)

# Add the cluster labels to the original DataFrame
df_5['kmeans_cluster'] = kmeans_clusters
df_5['dbscan_cluster'] = dbscan_clusters

# Optional visualization
# KMeans Clustering
plt.figure(figsize=(10, 6))
plt.scatter(df_5['pub_year'], df_5['updated_price'], c=df_5['kmeans_cluster'], cmap='viridis')
plt.title('KMeans Clustering of Price and Publication Year')
plt.xlabel('Publication Year')
plt.ylabel('Price')
plt.colorbar(label='KMeans Cluster')
plt.show()

# DBSCAN Clustering
plt.figure(figsize=(10, 6))
plt.scatter(df_5['pub_year'], df_5['updated_price'], c=df_5['dbscan_cluster'], cmap='viridis')
plt.title('DBSCAN Clustering of Price and Publication Year')
plt.xlabel('Publication Year')
plt.ylabel('Price')
plt.colorbar(label='DBSCAN Cluster')
plt.show()

# here from both of the graph we can draw the inference that the price of books have risen
# in the recent years.

Book edition number and price

 df_5.tail(23)

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster
39959	Springer Berlin Heidelberg	2012	2012-09-11	2012	3	machine learning and knowledge discovery in da...	volume set lnai lnai constitutes refereed proc...	72.64	NaN	0	1	3	2	[volume, set, lnai, lnai, constitutes, referee...	[lnai, volume, set, constitutes, refereed, pro...	226	volume set lnai lnai constitutes refereed proc...	0	0
39960	Springer Berlin Heidelberg	2013	2013-12-06	2013	4	foundations of intelligent systems	book constitutes proceedings th international ...	72.64	NaN	0	1	3	3	[book, constitutes, proceeding, th, internatio...	[paper, book, constitutes, proceeding, th, int...	212	book constitutes proceeding th international s...	0	0
39961	Springer Berlin Heidelberg	2012	2012-11-15	2012	3	advances in artificial intelligence iberamia	book constitutes refereed proceedings th ibero...	72.64	NaN	0	1	3	2	[book, constitutes, refereed, proceeding, th, ...	[book, constitutes, refereed, proceeding, th, ...	232	book constitutes refereed proceeding th ibero ...	0	0
39962	Springer Berlin Heidelberg	2012	2012-11-11	2012	4	machine learning and interpretation in neuroim...	brain imaging brings together technology metho...	65.38	NaN	0	1	3	2	[brain, imaging, brings, together, technology,...	[brain, imaging, brings, together, technology,...	261	brain imaging brings together technology metho...	0	0
39963	Springer Berlin Heidelberg	2013	2013-03-12	2013	1	your virtual butler	scenarios future personalized virtual butler a...	72.64	NaN	0	1	3	3	[scenario, future, personalized, virtual, butl...	[butler, scenario, future, personalized, virtu...	184	scenario future personalized virtual butler ap...	0	0
39964	Springer Berlin Heidelberg	2013	2013-06-12	2013	2	advances in nonlinear speech processing	book constitutes proceedings th international ...	65.38	NaN	0	1	3	3	[book, constitutes, proceeding, th, internatio...	[book, constitutes, proceeding, th, internatio...	213	book constitutes proceeding th international c...	0	0
39965	Springer Berlin Heidelberg	2004	2004-03-09	2004	3	scientific engineering of distributed java app...	fidji international forum researchers practiti...	87.44	NaN	0	0	5	0	[fidji, international, forum, researcher, prac...	[fidji, international, forum, researcher, prac...	234	fidji international forum researcher practitio...	0	0
39966	Springer Berlin Heidelberg	2004	2004-08-17	2004	3	programming multi agent systems	autonomous agents multi agent systems grown pr...	72.64	NaN	0	1	3	0	[autonomous, agent, multi, agent, system, grow...	[agent, system, autonomous, multi, grown, prom...	225	autonomous agent multi agent system grown prom...	0	0
39967	Springer Berlin Heidelberg	2004	2004-06-29	2004	3	conceptual structures at work	volume contains selected papers presented th i...	72.64	NaN	0	1	3	0	[volume, contains, selected, paper, presented,...	[conceptual, structure, volume, contains, sele...	207	volume contains selected paper presented th in...	0	0
39968	Springer Berlin Heidelberg	2004	2004-09-21	2004	4	computer security esorics	nan	87.44	NaN	0	0	5	0	[nan]	[nan]	29	nan	0	0
39969	Springer Berlin Heidelberg	2011	2011-03-22	2011	4	engineering knowledge in the age of the semant...	central themes th international conference kno...	130.77	NaN	0	1	6	2	[central, theme, th, international, conference...	[knowledge, engineering, central, theme, th, i...	238	central theme th international conference know...	0	0
39970	Springer Berlin Heidelberg	2005	2005-09-14	2005	1	frontiers of combining systems	nan	72.64	NaN	0	1	3	0	[nan]	[nan]	33	nan	0	0
39971	Springer Berlin Heidelberg	2005	2005-10-03	2005	3	multi agent systems and applications iv	aim ceemas conference series provide biennial ...	130.77	NaN	0	1	6	0	[aim, ceemas, conference, series, provide, bie...	[ceemas, aim, conference, series, provide, bie...	221	aim ceemas conference series provide biennial ...	0	0
39972	Springer Berlin Heidelberg	2005	2005-07-11	2005	3	conceptual structures common semantics for sha...	nan	72.64	NaN	0	1	3	0	[nan]	[nan]	63	nan	0	0
39973	Springer Berlin Heidelberg	2005	2005-06-28	2005	2	learning theory	volume contains papers presented eighteenth an...	130.77	NaN	0	1	6	0	[volume, contains, paper, presented, eighteent...	[conference, learning, theory, volume, contain...	204	volume contains paper presented eighteenth ann...	0	0
39974	Springer Berlin Heidelberg	2005	2005-05-13	2005	3	advances in knowledge discovery and data mining	pacific asia conference knowledge discovery da...	130.77	NaN	0	1	6	0	[pacific, asia, conference, knowledge, discove...	[conference, knowledge, discovery, data, minin...	242	pacific asia conference knowledge discovery da...	0	0
39975	Springer Berlin Heidelberg	2006	2006-02-15	2006	2	charting the topic maps research and applicati...	book constitutes thoroughly refereed post proc...	72.64	NaN	0	1	3	0	[book, constitutes, thoroughly, refereed, post...	[revised, paper, book, constitutes, thoroughly...	251	book constitutes thoroughly refereed post proc...	0	0
39976	Springer Berlin Heidelberg	2006	2006-02-28	2006	3	data mining for biomedical applications	book constitutes refereed proceedings internat...	72.64	NaN	0	1	3	0	[book, constitutes, refereed, proceeding, inte...	[data, mining, book, constitutes, refereed, pr...	227	book constitutes refereed proceeding internati...	0	0
39977	Springer Berlin Heidelberg	2006	2006-12-12	2006	3	finite state methods and natural language proc...	book constitutes thoroughly refereed post proc...	72.64	NaN	0	1	3	0	[book, constitutes, thoroughly, refereed, post...	[book, constitutes, thoroughly, refereed, post...	246	book constitutes thoroughly refereed post proc...	0	0
39978	Springer Berlin Heidelberg	2006	2006-07-25	2006	4	argumentation in multi agent systems	nan	72.64	NaN	0	1	3	0	[nan]	[nan]	39	nan	0	0
39979	Springer Berlin Heidelberg	2008	2008-02-20	2008	2	pricai trends in artificial intelligence	book constitutes refereed proceedings th pacif...	232.48	NaN	0	1	7	1	[book, constitutes, refereed, proceeding, th, ...	[book, revised, paper, constitutes, refereed, ...	228	book constitutes refereed proceeding th pacifi...	2	0
39988	Springer Berlin Heidelberg	2006	2006-07-25	2006	3	knowledge science engineering and management	refereed proceedings first international confe...	130.77	NaN	0	1	6	0	[refereed, proceeding, first, international, c...	[refereed, proceeding, first, international, c...	219	refereed proceeding first international confer...	0	0
39989	Springer Berlin Heidelberg	2006	2006-08-29	2006	2	artificial neural networks in pattern recognition	book constitutes refereed proceedings second i...	72.64	NaN	0	1	3	0	[book, constitutes, refereed, proceeding, seco...	[book, constitutes, refereed, proceeding, seco...	238	book constitutes refereed proceeding second ia...	0	0

df_5[['edition','updated_price']].shape

(30828, 2)

edition_mode = df['edition'].mode()[0]  # Get the most common publication year
df_5['edition'].fillna(edition_mode, inplace=True)

updated_price_mode = df['updated_price'].mode()[0]  # Get the most common publication year
df_5['updated_price'].fillna(edition_mode, inplace=True)

# Select 'edition_num' and 'price' for clustering, dropping any missing values
# df_5.dropna(subset=['edition', 'updated_price'], inplace=True)

df_5[['edition','updated_price']].shape

(30828, 2)

df_5

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building ...	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, bui...	[go, language, tutorial, teach, developer, rap...	256	go rapidly become preferred language building ...	0	0
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code mak...	42.99	2	1	1	1	11	[tidying, messy, software, mean, breaking, cod...	[software, code, make, tidying, messy, mean, b...	247	tidying messy software mean breaking code make...	0	0
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn ke...	recent series breakthroughs deep learning boos...	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning,...	[learning, recent, series, breakthrough, deep,...	330	recent series breakthrough deep learning boost...	0	0
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design toda...	67.99	2	0	1	3	6	[data, center, many, challenge, system, design...	[data, center, many, challenge, system, design...	301	data center many challenge system design today...	0	0
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate rea...	53.86	2	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrat...	[microsoft, prepare, exam, m, help, demonstrat...	220	prepare microsoft exam m help demonstrate real...	0	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
39977	Springer Berlin Heidelberg	2006	2006-12-12	2006	3	finite state methods and natural language proc...	book constitutes thoroughly refereed post proc...	72.64	2	0	1	3	0	[book, constitutes, thoroughly, refereed, post...	[book, constitutes, thoroughly, refereed, post...	246	book constitutes thoroughly refereed post proc...	0	0
39978	Springer Berlin Heidelberg	2006	2006-07-25	2006	4	argumentation in multi agent systems	nan	72.64	2	0	1	3	0	[nan]	[nan]	39	nan	0	0
39979	Springer Berlin Heidelberg	2008	2008-02-20	2008	2	pricai trends in artificial intelligence	book constitutes refereed proceedings th pacif...	232.48	2	0	1	7	1	[book, constitutes, refereed, proceeding, th, ...	[book, revised, paper, constitutes, refereed, ...	228	book constitutes refereed proceeding th pacifi...	2	0
39988	Springer Berlin Heidelberg	2006	2006-07-25	2006	3	knowledge science engineering and management	refereed proceedings first international confe...	130.77	2	0	1	6	0	[refereed, proceeding, first, international, c...	[refereed, proceeding, first, international, c...	219	refereed proceeding first international confer...	0	0
39989	Springer Berlin Heidelberg	2006	2006-08-29	2006	2	artificial neural networks in pattern recognition	book constitutes refereed proceedings second i...	72.64	2	0	1	3	0	[book, constitutes, refereed, proceeding, seco...	[book, constitutes, refereed, proceeding, seco...	238	book constitutes refereed proceeding second ia...	0	0

30828 rows × 19 columns

# Scale the data
scaler = StandardScaler()
df_cluster_scaled = scaler.fit_transform(df_cluster)

# Elbow Method to determine the optimal number of clusters
wcss = []
for i in range(2, 11):
    kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42)
    kmeans.fit(df_cluster_scaled)
    wcss.append(kmeans.inertia_)

# Plot the Elbow Curve
plt.figure(figsize=(10, 6))
plt.plot(range(2, 11), wcss)
plt.title('Elbow Method')
plt.xlabel('Number of clusters')
plt.ylabel('WCSS')
plt.show()

optimal_clusters = 3 

# Apply KMeans with the chosen number of clusters
kmeans = KMeans(n_clusters=optimal_clusters, init='k-means++', random_state=42)
clusters = kmeans.fit_predict(df_cluster_scaled)

# Add cluster labels to the DataFrame that was used for clustering
df_5['KMeans_cluster_2'] = clusters

# Now let's plot the clusters to see how they've been assigned based on 'edition_num' and 'price'
plt.figure(figsize=(10, 6))
plt.scatter(df_5['edition'], df_5['updated_price'], c=df_5['KMeans_cluster_2'], cmap='viridis')
plt.title('Clustering of Edition Number and Price')
plt.xlabel('Edition Number')
plt.ylabel('Price')
plt.colorbar(label='Cluster')
plt.show()

<Figure size 1000x600 with 0 Axes>

silhouette_avg = silhouette_score(df_cluster_scaled, clusters)
print(f'Silhouette Score for K-Means with {optimal_clusters} clusters:', silhouette_avg)

Silhouette Score for K-Means with 3 clusters: 0.7382138560948529

# Apply DBSCAN
dbscan = DBSCAN(eps=0.5, min_samples=5)  
clusters = dbscan.fit_predict(df_cluster_scaled)

# Add the cluster labels to the DataFrame
df_5['dbscan_cluster_2'] = clusters

# Plot the clusters
plt.figure(figsize=(10, 6))
plt.scatter(df_5['edition'], df_5['updated_price'], c=df_5['dbscan_cluster_2'], cmap='viridis')
plt.title('DBSCAN Clustering of Edition Number and Price')
plt.xlabel('Edition Number')
plt.ylabel('Price')
plt.colorbar(label='DBSCAN Cluster')
plt.show()

num_clusters = len(set(clusters)) - (1 if -1 in clusters else 0)
noise_points = list(clusters).count(-1)

print(f"Number of clusters formed: {num_clusters}")
print(f"Number of noise points: {noise_points}")

Number of clusters formed: 5
Number of noise points: 9

# here we observed the optimal no of clusters were 3 for the both method. and we can draw the inference that
# usally the first publication's price is high and it gradually decreases from the both clustering algorithm.

df_5

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster	KMeans_cluster_2	dbscan_cluster_2
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building web services plenty tutorials available teach go syntax developers experience programming languages tutorials enough teach go idioms developers end recreating patterns make sense go context practical	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, building, web, service, plenty, tutorial, available, teach, go, syntax, developer, experience, programming, language, tutorial, enough, teach, go, idiom, developer, end, recreating, pattern, make, sense, go, context, practical]	[go, language, tutorial, teach, developer, rapidly, become, preferred, building, web, service, plenty, available, syntax, experience, programming, enough, idiom, end, recreating, pattern, make, sense, context, practical]	256	go rapidly become preferred language building web service plenty tutorial available teach go syntax developer experience programming language tutorial enough teach go idiom developer end recreating pattern make sense go context practical	0	0	0	0
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code make readable using guard clauses helping functions make understandable practical guide author kent beck creator extreme programming pioneer software patterns suggests might apply tidyings code	42.99	2	1	1	1	11	[tidying, messy, software, mean, breaking, code, make, readable, using, guard, clause, helping, function, make, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, software, pattern, suggests, might, apply, tidyings, code]	[software, code, make, tidying, messy, mean, breaking, readable, using, guard, clause, helping, function, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, pattern, suggests, might, apply, tidyings]	247	tidying messy software mean breaking code make readable using guard clause helping function make understandable practical guide author kent beck creator extreme programming pioneer software pattern suggests might apply tidyings code	0	0	0	0
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn keras and tensorflow	recent series breakthroughs deep learning boosted entire field machine learning even programmers know close nothing technology use simple efficient tools implement programs capable learning data bestselling book uses concrete examples minimal theory production ready	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning, boosted, entire, field, machine, learning, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, learning, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	[learning, recent, series, breakthrough, deep, boosted, entire, field, machine, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	330	recent series breakthrough deep learning boosted entire field machine learning even programmer know close nothing technology use simple efficient tool implement program capable learning data bestselling book us concrete example minimal theory production ready	0	0	0	0
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design today difficult issues need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tools including relational databases nosql datastores stream batch processors message brokers	67.99	2	0	1	3	6	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	301	data center many challenge system design today difficult issue need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tool including relational database nosql datastores stream batch processor message broker	0	0	0	0
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate real world mastery skills knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	53.86	2	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, microsoft, perform, microsoft, tenant, level, implementation, administration, cloud, hybrid]	[microsoft, prepare, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, perform, tenant, level, implementation, administration, cloud, hybrid]	220	prepare microsoft exam m help demonstrate real world mastery skill knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	0	0	0	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
39977	Springer Berlin Heidelberg	2006	2006-12-12	2006	3	finite state methods and natural language processing	book constitutes thoroughly refereed post proceedings th international workshop finite state methods natural language processing fsmnlp held helsinki finland september book presents revised full	72.64	2	0	1	3	0	[book, constitutes, thoroughly, refereed, post, proceeding, th, international, workshop, finite, state, method, natural, language, processing, fsmnlp, held, helsinki, finland, september, book, present, revised, full]	[book, constitutes, thoroughly, refereed, post, proceeding, th, international, workshop, finite, state, method, natural, language, processing, fsmnlp, held, helsinki, finland, september, present, revised, full]	246	book constitutes thoroughly refereed post proceeding th international workshop finite state method natural language processing fsmnlp held helsinki finland september book present revised full	0	0	0	0
39978	Springer Berlin Heidelberg	2006	2006-07-25	2006	4	argumentation in multi agent systems	nan	72.64	2	0	1	3	0	[nan]	[nan]	39	nan	0	0	0	0
39979	Springer Berlin Heidelberg	2008	2008-02-20	2008	2	pricai trends in artificial intelligence	book constitutes refereed proceedings th pacific rim international conference artificial intelligence pricai held guilin china august book presents revised full papers revised short papers	232.48	2	0	1	7	1	[book, constitutes, refereed, proceeding, th, pacific, rim, international, conference, artificial, intelligence, pricai, held, guilin, china, august, book, present, revised, full, paper, revised, short, paper]	[book, revised, paper, constitutes, refereed, proceeding, th, pacific, rim, international, conference, artificial, intelligence, pricai, held, guilin, china, august, present, full, short]	228	book constitutes refereed proceeding th pacific rim international conference artificial intelligence pricai held guilin china august book present revised full paper revised short paper	2	0	2	0
39988	Springer Berlin Heidelberg	2006	2006-07-25	2006	3	knowledge science engineering and management	refereed proceedings first international conference knowledge science engineering management ksem held guilin china august conjunction pricai book presents revised full papers	130.77	2	0	1	6	0	[refereed, proceeding, first, international, conference, knowledge, science, engineering, management, ksem, held, guilin, china, august, conjunction, pricai, book, present, revised, full, paper]	[refereed, proceeding, first, international, conference, knowledge, science, engineering, management, ksem, held, guilin, china, august, conjunction, pricai, book, present, revised, full, paper]	219	refereed proceeding first international conference knowledge science engineering management ksem held guilin china august conjunction pricai book present revised full paper	0	0	0	0
39989	Springer Berlin Heidelberg	2006	2006-08-29	2006	2	artificial neural networks in pattern recognition	book constitutes refereed proceedings second iapr workshop artificial neural networks pattern recognition annpr held ulm germany august september revised papers presented carefully reviewed	72.64	2	0	1	3	0	[book, constitutes, refereed, proceeding, second, iapr, workshop, artificial, neural, network, pattern, recognition, annpr, held, ulm, germany, august, september, revised, paper, presented, carefully, reviewed]	[book, constitutes, refereed, proceeding, second, iapr, workshop, artificial, neural, network, pattern, recognition, annpr, held, ulm, germany, august, september, revised, paper, presented, carefully, reviewed]	238	book constitutes refereed proceeding second iapr workshop artificial neural network pattern recognition annpr held ulm germany august september revised paper presented carefully reviewed	0	0	0	0

30828 rows × 21 columns

TF IDF without TSNE reduction plot

vectorizer = TfidfVectorizer()

vec = vectorizer.fit_transform(df_5['key'])

similarity_check= cosine_similarity(vec, vec)
final_df = pd.DataFrame(similarity_check)
final_df.head()

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0	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.0	0.0	0.048706	0.0	0.000000	0.0	0.000000	0.047510	0.000000	0.026058	0.000000	0.0	0.000000	0.030012	0.000000

sse=[]
kmeans_params = {
    'init': 'random',
    'n_init': 10,
    'max_iter': 30,
    'random_state': 42
}
for k in range(1,5):
    print(f'Cluster {k}/5')
#     kmeans = KMeans(n_clusters=k, **kmeans_params)
    
    kmeans = KMeans(n_clusters=k)
    kmeans.fit(similarity_check)
    sse.append(kmeans.inertia_)
    clear_output(wait=True)
locator = KneeLocator(range(1,5), sse, curve='convex', direction='decreasing')
print('Best cluster for KMeans:', locator.elbow)

Best cluster for KMeans: 2

# kmeans = KMeans(n_clusters=locator.elbow, **kmeans_params)
kmeans = KMeans(n_clusters=locator.elbow)
kmeans.fit(similarity_check)
df_5['cluster'] = kmeans.labels_
df_5.head()

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster	KMeans_cluster_2	dbscan_cluster_2	cluster
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building web services plenty tutorials available teach go syntax developers experience programming languages tutorials enough teach go idioms developers end recreating patterns make sense go context practical	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, building, web, service, plenty, tutorial, available, teach, go, syntax, developer, experience, programming, language, tutorial, enough, teach, go, idiom, developer, end, recreating, pattern, make, sense, go, context, practical]	[go, language, tutorial, teach, developer, rapidly, become, preferred, building, web, service, plenty, available, syntax, experience, programming, enough, idiom, end, recreating, pattern, make, sense, context, practical]	256	go rapidly become preferred language building web service plenty tutorial available teach go syntax developer experience programming language tutorial enough teach go idiom developer end recreating pattern make sense go context practical	0	0	0	0	0
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code make readable using guard clauses helping functions make understandable practical guide author kent beck creator extreme programming pioneer software patterns suggests might apply tidyings code	42.99	2	1	1	1	11	[tidying, messy, software, mean, breaking, code, make, readable, using, guard, clause, helping, function, make, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, software, pattern, suggests, might, apply, tidyings, code]	[software, code, make, tidying, messy, mean, breaking, readable, using, guard, clause, helping, function, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, pattern, suggests, might, apply, tidyings]	247	tidying messy software mean breaking code make readable using guard clause helping function make understandable practical guide author kent beck creator extreme programming pioneer software pattern suggests might apply tidyings code	0	0	0	0	0
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn keras and tensorflow	recent series breakthroughs deep learning boosted entire field machine learning even programmers know close nothing technology use simple efficient tools implement programs capable learning data bestselling book uses concrete examples minimal theory production ready	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning, boosted, entire, field, machine, learning, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, learning, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	[learning, recent, series, breakthrough, deep, boosted, entire, field, machine, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	330	recent series breakthrough deep learning boosted entire field machine learning even programmer know close nothing technology use simple efficient tool implement program capable learning data bestselling book us concrete example minimal theory production ready	0	0	0	0	0
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design today difficult issues need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tools including relational databases nosql datastores stream batch processors message brokers	67.99	2	0	1	3	6	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	301	data center many challenge system design today difficult issue need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tool including relational database nosql datastores stream batch processor message broker	0	0	0	0	0
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate real world mastery skills knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	53.86	2	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, microsoft, perform, microsoft, tenant, level, implementation, administration, cloud, hybrid]	[microsoft, prepare, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, perform, tenant, level, implementation, administration, cloud, hybrid]	220	prepare microsoft exam m help demonstrate real world mastery skill knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	0	0	0	0	0

plt.figure(figsize=(15,8))
output = plt.scatter(similarity_check[:,0], similarity_check[:,1], c=df_5.cluster, marker='o', alpha=1, cmap='mako')
centers = kmeans.cluster_centers_
plt.scatter(centers[:,0], centers[:,1], c='red', s=100, alpha=1 , marker='o')
plt.colorbar(output)
plt.show()

cluster_1 = df_5.loc[df_5['cluster'] == 1, :]
cluster_1.shape

(4232, 22)

cluster_0 = df_5.loc[df_5['cluster'] == 0, :]
cluster_0.shape

(26596, 22)

check = df_5.sample(1, random_state=42)
check

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster	KMeans_cluster_2	dbscan_cluster_2	cluster
5814	Pearson Education	1753	2010-04-09	2010	2	photoshop elements book for digital photographers the	best selling author scott kelby pairs matt kloskowski deliver definitive book using photoshop elements create best possible images newest release photoshop elements scott matt show readers work	48.48	2	1	1	1	0	[best, selling, author, scott, kelby, pair, matt, kloskowski, deliver, definitive, book, using, photoshop, element, create, best, possible, image, newest, release, photoshop, element, scott, matt, show, reader, work]	[best, scott, matt, photoshop, element, selling, author, kelby, pair, kloskowski, deliver, definitive, book, using, create, possible, image, newest, release, show, reader, work]	246	best selling author scott kelby pair matt kloskowski deliver definitive book using photoshop element create best possible image newest release photoshop element scott matt show reader work	1	1	1	1	0

kmeans = KMeans(n_clusters=15)
kmeans.fit(similarity_check)
df_5['cluster_k_15'] = kmeans.labels_
df_5.head()

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster	KMeans_cluster_2	dbscan_cluster_2	cluster	cluster_k_15
0	O'Reilly Media	2024	2024-01-10	2024	1	learning go	go rapidly become preferred language building web services plenty tutorials available teach go syntax developers experience programming languages tutorials enough teach go idioms developers end recreating patterns make sense go context practical	71.99	2	0	1	3	11	[go, rapidly, become, preferred, language, building, web, service, plenty, tutorial, available, teach, go, syntax, developer, experience, programming, language, tutorial, enough, teach, go, idiom, developer, end, recreating, pattern, make, sense, go, context, practical]	[go, language, tutorial, teach, developer, rapidly, become, preferred, building, web, service, plenty, available, syntax, experience, programming, enough, idiom, end, recreating, pattern, make, sense, context, practical]	256	go rapidly become preferred language building web service plenty tutorial available teach go syntax developer experience programming language tutorial enough teach go idiom developer end recreating pattern make sense go context practical	0	0	0	0	0	5
1	O'Reilly Media	2023	2023-10-17	2023	1	tidy first	tidying messy software means breaking code make readable using guard clauses helping functions make understandable practical guide author kent beck creator extreme programming pioneer software patterns suggests might apply tidyings code	42.99	2	1	1	1	11	[tidying, messy, software, mean, breaking, code, make, readable, using, guard, clause, helping, function, make, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, software, pattern, suggests, might, apply, tidyings, code]	[software, code, make, tidying, messy, mean, breaking, readable, using, guard, clause, helping, function, understandable, practical, guide, author, kent, beck, creator, extreme, programming, pioneer, pattern, suggests, might, apply, tidyings]	247	tidying messy software mean breaking code make readable using guard clause helping function make understandable practical guide author kent beck creator extreme programming pioneer software pattern suggests might apply tidyings code	0	0	0	0	0	5
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn keras and tensorflow	recent series breakthroughs deep learning boosted entire field machine learning even programmers know close nothing technology use simple efficient tools implement programs capable learning data bestselling book uses concrete examples minimal theory production ready	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning, boosted, entire, field, machine, learning, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, learning, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	[learning, recent, series, breakthrough, deep, boosted, entire, field, machine, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	330	recent series breakthrough deep learning boosted entire field machine learning even programmer know close nothing technology use simple efficient tool implement program capable learning data bestselling book us concrete example minimal theory production ready	0	0	0	0	0	12
3	O'Reilly Media	2017	2017-03-16	2017	1	designing data intensive applications	data center many challenges system design today difficult issues need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tools including relational databases nosql datastores stream batch processors message brokers	67.99	2	0	1	3	6	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	[data, center, many, challenge, system, design, today, difficult, issue, need, figured, scalability, consistency, reliability, efficiency, maintainability, addition, overwhelming, variety, tool, including, relational, database, nosql, datastores, stream, batch, processor, message, broker]	301	data center many challenge system design today difficult issue need figured scalability consistency reliability efficiency maintainability addition overwhelming variety tool including relational database nosql datastores stream batch processor message broker	0	0	0	0	0	9
4	Pearson Education	2023	2023-10-18	2023	1	exam ref ms microsoft administrator	prepare microsoft exam ms help demonstrate real world mastery skills knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	53.86	2	1	1	2	11	[prepare, microsoft, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, microsoft, perform, microsoft, tenant, level, implementation, administration, cloud, hybrid]	[microsoft, prepare, exam, m, help, demonstrate, real, world, mastery, skill, knowledge, required, deploy, manage, perform, tenant, level, implementation, administration, cloud, hybrid]	220	prepare microsoft exam m help demonstrate real world mastery skill knowledge required deploy manage microsoft perform microsoft tenant level implementation administration cloud hybrid	0	0	0	0	0	4

plt.figure(figsize=(15,8))
output = plt.scatter(similarity_check[:,0], similarity_check[:,1], c=df_5.cluster, marker='o', alpha=1, cmap='mako')
centers = kmeans.cluster_centers_
plt.scatter(centers[:,0], centers[:,1], c='red', s=100, alpha=1 , marker='o')
plt.colorbar(output)
plt.show()

cluster_1 = df_5.loc[df_5['cluster_k_15'] == 1, :]
cluster_1.shape

(4232, 23)

cluster_12 = df_5.loc[df_5['cluster_k_15'] == 12, :]
cluster_12.shape

(679, 23)

pd.options.display.max_columns = None

pd.set_option('display.max_colwidth', None)

cluster_12.head(5)

	publisher	pub_year	sale_date	year_of_sale	num_of_author	processed_title	processed_description	updated_price	edition	affordability	availability_1	encoded_price	encoded_year	key_words	common_word	length_title_description	key	kmeans_cluster	dbscan_cluster	KMeans_cluster_2	dbscan_cluster_2	cluster	cluster_k_15
2	O'Reilly Media	2022	2022-10-04	2022	1	hands on machine learning with scikit learn keras and tensorflow	recent series breakthroughs deep learning boosted entire field machine learning even programmers know close nothing technology use simple efficient tools implement programs capable learning data bestselling book uses concrete examples minimal theory production ready	96.99	3	0	1	6	10	[recent, series, breakthrough, deep, learning, boosted, entire, field, machine, learning, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, learning, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	[learning, recent, series, breakthrough, deep, boosted, entire, field, machine, even, programmer, know, close, nothing, technology, use, simple, efficient, tool, implement, program, capable, data, bestselling, book, us, concrete, example, minimal, theory, production, ready]	330	recent series breakthrough deep learning boosted entire field machine learning even programmer know close nothing technology use simple efficient tool implement program capable learning data bestselling book us concrete example minimal theory production ready	0	0	0	0	0	12
14	O'Reilly Media	2022	2023-04-28	2023	1	generative deep learning	generative ai hottest topic tech practical book teaches machine learning engineers data scientists use tensorflow keras create impressive generative deep learning models scratch including variational autoencoders vaes generative adversarial networks gans transformers normalizing flows energy based	84.99	2	0	1	5	10	[generative, ai, hottest, topic, tech, practical, book, teach, machine, learning, engineer, data, scientist, use, tensorflow, kera, create, impressive, generative, deep, learning, model, scratch, including, variational, autoencoders, vaes, generative, adversarial, network, gans, transformer, normalizing, flow, energy, based]	[generative, learning, ai, hottest, topic, tech, practical, book, teach, machine, engineer, data, scientist, use, tensorflow, kera, create, impressive, deep, model, scratch, including, variational, autoencoders, vaes, adversarial, network, gans, transformer, normalizing, flow, energy, based]	322	generative ai hottest topic tech practical book teach machine learning engineer data scientist use tensorflow kera create impressive generative deep learning model scratch including variational autoencoders vaes generative adversarial network gans transformer normalizing flow energy based	0	0	0	0	0	12
66	Flatiron Books	2021	2021-01-19	2021	1	brief history of artificial intelligence	oxford leading ai researcher comes fun accessible tour history future cutting edge misunderstood field science artificial intelligence somewhat ill defined long term aim ai build machines conscious self aware sentient machines capable kind	16.99	2	1	1	0	9	[oxford, leading, ai, researcher, come, fun, accessible, tour, history, future, cutting, edge, misunderstood, field, science, artificial, intelligence, somewhat, ill, defined, long, term, aim, ai, build, machine, conscious, self, aware, sentient, machine, capable, kind]	[ai, machine, oxford, leading, researcher, come, fun, accessible, tour, history, future, cutting, edge, misunderstood, field, science, artificial, intelligence, somewhat, ill, defined, long, term, aim, build, conscious, self, aware, sentient, capable, kind]	280	oxford leading ai researcher come fun accessible tour history future cutting edge misunderstood field science artificial intelligence somewhat ill defined long term aim ai build machine conscious self aware sentient machine capable kind	0	0	0	0	0	12
107	O'Reilly Media	2018	2018-01-26	2018	2	machine learning and security	machine learning techniques solve computer security problems finally put end cat mouse game attackers defenders hope merely hype dive science answer question practical guide explore ways apply machine learning security issues	71.99	2	0	1	3	7	[machine, learning, technique, solve, computer, security, problem, finally, put, end, cat, mouse, game, attacker, defender, hope, merely, hype, dive, science, answer, question, practical, guide, explore, way, apply, machine, learning, security, issue]	[machine, learning, security, technique, solve, computer, problem, finally, put, end, cat, mouse, game, attacker, defender, hope, merely, hype, dive, science, answer, question, practical, guide, explore, way, apply, issue]	254	machine learning technique solve computer security problem finally put end cat mouse game attacker defender hope merely hype dive science answer question practical guide explore way apply machine learning security issue	0	0	0	0	0	12
181	O'Reilly Media	2019	2019-01-17	2019	2	natural language processing with pytorch	natural language processing nlp provides boundless opportunities solving problems artificial intelligence making products amazon alexa google translate possible developer data scientist new nlp deep learning practical guide shows apply methods using pytorch python based deep	106.99	2	0	1	6	7	[natural, language, processing, nlp, provides, boundless, opportunity, solving, problem, artificial, intelligence, making, product, amazon, alexa, google, translate, possible, developer, data, scientist, new, nlp, deep, learning, practical, guide, show, apply, method, using, pytorch, python, based, deep]	[nlp, deep, natural, language, processing, provides, boundless, opportunity, solving, problem, artificial, intelligence, making, product, amazon, alexa, google, translate, possible, developer, data, scientist, new, learning, practical, guide, show, apply, method, using, pytorch, python, based]	315	natural language processing nlp provides boundless opportunity solving problem artificial intelligence making product amazon alexa google translate possible developer data scientist new nlp deep learning practical guide show apply method using pytorch python based deep	0	0	0	0	0	12

#not added the t-SNE method here as it will your precisious time !! lol